ADD tempo ensemble

README.md

@@ -4,7 +4,6 @@ emoji: 🥇
 colorFrom: green
 colorTo: indigo
 sdk: gradio
-python_version: "3.10.0"
 app_file: app.py
 pinned: true
 license: apache-2.0

app.py

@@ -90,7 +90,7 @@ grouped_dfs = get_grouped_dfs()
 domain_df, freq_df, term_length_df, variate_type_df, overall_df = grouped_dfs['domain'], grouped_dfs['frequency'], grouped_dfs['term_length'], grouped_dfs['univariate'], grouped_dfs['overall']
 overall_df = rename_metrics(overall_df)
 overall_df = format_df(overall_df)
-overall_df = overall_df.sort_values(by=['MASE_Rank'])
+overall_df = overall_df.sort_values(by=['Rank'])
 domain_df = pivot_existed_df(domain_df, tab_name='domain')
 print(f'Domain dataframe is {domain_df}')
 freq_df = pivot_existed_df(freq_df, tab_name='frequency')
@@ -107,7 +107,7 @@ model_info_df = get_model_info_df(EVAL_RESULTS_PATH, EVAL_REQUESTS_PATH)
 # ) = get_evaluation_queue_df(EVAL_REQUESTS_PATH, EVAL_COLS)
 
 
-def init_leaderboard(ori_dataframe, model_info_df, sort_val: str | list | None = None):
+def init_leaderboard(ori_dataframe, model_info_df, sort_val: str|None = None):
     if ori_dataframe is None or ori_dataframe.empty:
         raise ValueError("Leaderboard DataFrame is empty or None.")
     model_info_col_list = [c.name for c in fields(ModelInfoColumn) if c.displayed_by_default if c.name not in ['#Params (B)', 'available_on_hub', 'hub', 'Model sha','Hub License']]
@@ -120,19 +120,11 @@ def init_leaderboard(ori_dataframe, model_info_df, sort_val: str | list | None =
     new_cols = ['T'] + [col for col in merged_df.columns if col != 'T']
     merged_df = merged_df[new_cols]
     if sort_val:
-        if isinstance(sort_val, list):
-            assert sort_val[0] == 'Test Leak.'
-            # ipdb.set_trace()
-            leakage_order = pd.Categorical(merged_df[sort_val[0]], categories=['No', 'Yes', 'N/A'], ordered=True)
-            merged_df['leakage_order'] = leakage_order
-            merged_df = merged_df.sort_values(by=['leakage_order', sort_val[1]])
-            merged_df = merged_df.drop(columns=['leakage_order'])
-        elif sort_val in merged_df.columns:
+        if sort_val in merged_df.columns:
             merged_df = merged_df.sort_values(by=[sort_val])
         else:
             print(f'Warning: cannot sort by {sort_val}')
     print('Merged df: ', merged_df)
-    # ipdb.set_trace()
     # get the data type
     datatype_list = [col2type_dict[col] if col in col2type_dict else 'number' for col in merged_df.columns]
     # print('datatype_list: ', datatype_list)
@@ -170,14 +162,13 @@ def init_leaderboard(ori_dataframe, model_info_df, sort_val: str | list | None =
         # ],
         filter_columns=[
             ColumnFilter(ModelInfoColumn.model_type.name, type="checkboxgroup", label="Model types"),
-            ColumnFilter(ModelInfoColumn.testdata_leakage.name, type="checkboxgroup", label="Test Leak."),
-            ColumnFilter(ModelInfoColumn.replication_code_available.name, type="checkboxgroup", label="Replication Code"),
         ],
         # bool_checkboxgroup_label="",
-        column_widths=[30, 180] + [130 for _ in range(len(merged_df.columns)-2)],
+        column_widths=[40, 150] + [180 for _ in range(len(merged_df.columns)-2)],
         interactive=False,
     )
 
+
 demo = gr.Blocks(css=custom_css)
 with demo:
     gr.HTML(TITLE)
@@ -185,8 +176,7 @@ with demo:
 
     with gr.Tabs(elem_classes="tab-buttons") as tabs:
         with gr.TabItem('🏅 Overall', elem_id="llm-benchmark-tab-table", id=5):
-            # leaderboard = init_leaderboard(overall_df, model_info_df, sort_val='Rank')
-            leaderboard = init_leaderboard(overall_df, model_info_df, sort_val=['Test Leak.', 'MASE_Rank'])
+            leaderboard = init_leaderboard(overall_df, model_info_df, sort_val='Rank')
             print(f'FINAL Overall LEADERBOARD {overall_df}')
         with gr.TabItem("🏅 By Domain", elem_id="llm-benchmark-tab-table", id=0):
             leaderboard = init_leaderboard(domain_df, model_info_df)
@@ -206,27 +196,6 @@ with demo:
         with gr.TabItem("📝 About", elem_id="llm-benchmark-tab-table", id=4):
             gr.Markdown(LLM_BENCHMARKS_TEXT, elem_classes="markdown-text")
 
-    # Trigger the column filters once on initial load so default selections take effect
-        demo.load(
-        js="""
-        () => {
-        // Make the JS fire one legitimate `input` event once the checkboxgroup
-        // component is ready.  `querySelector` looks for the *wrapper* div Gradio
-        // puts around the checkbox-group.
-        const target = document.querySelector(
-            'div[data-testid="checkboxgroup-model types"]');
-
-        if (!target) { return []; }           // safety guard
-
-        // Ask Gradio's front-end to re-compute its filters:
-        target.dispatchEvent(new Event('input', { bubbles: true }));
-
-        return [];                            // load() must return something
-        }
-        """
-    )
-
-
     with gr.Row():
         with gr.Accordion("📙 Citation", open=False):
             citation_button = gr.Textbox(

requirements.txt

@@ -5,7 +5,7 @@ gradio==4.44.0
 gradio[oauth]==4.44.0
 gradio_leaderboard==0.0.9
 gradio_client
-huggingface-hub>=0.18.0,<0.35.3
+huggingface-hub>=0.18.0
 matplotlib
 numpy
 pandas

results/Chronos_small/config.json

@@ -3,8 +3,5 @@
     "model_type": "pretrained",
     "model_dtype": "float32",
     "model_link": "https://huggingface.co/amazon/chronos-t5-small",
-    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/chronos.ipynb",
-    "org": "AWS AI Labs",
-    "testdata_leakage": "Yes",
-    "replication_code_available": "Yes"
+    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/chronos.ipynb"
 }

results/CleanTS-65M/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-bitbrains_fast_storage/5T/long,CleanTS-65M,5488182.517148061,5488182.517148061,417.7214097307747,0.9766023740693816,5.350978519272389,0.8205310833753562,18.26306155646523,2342.687029278145,6.191022350175815,1.1039129646724686,0.7326658660220792,Web/CloudOps,2
-bitbrains_fast_storage/5T/medium,CleanTS-65M,3732160.358360173,3732160.358360173,311.66779368017416,1.1878145329818788,5.392097438028544,0.8106531956909149,22.990637599623486,1931.880006201258,5.869585016674671,0.9469328354209515,0.6663037056398805,Web/CloudOps,2
-bitbrains_fast_storage/5T/short,CleanTS-65M,1728140.8981336788,1728140.8981336788,160.21010091409664,0.8210056031312811,2.1954628914194774,0.7351953053431415,15.704410189030739,1314.587729340906,4.1274803599533305,0.5030200953728761,0.39408421209140043,Web/CloudOps,2
-bitbrains_fast_storage/H/short,CleanTS-65M,2349041.8300321284,2349041.8300321284,271.34103433090985,1.6635248535212532,3.4192269532863664,0.5932220897962239,12887.523738577462,1532.6584192285404,4.368574369354714,0.7734100912901811,0.901442216509749,Web/CloudOps,2
-bitbrains_rnd/5T/long,CleanTS-65M,2212210.4735384285,2212210.4735384285,159.03522338438958,3.3781216704958763,1.1769168586921777,0.7024461351546175,117.64601634111567,1487.350151624838,5.697703374411028,0.6092281148037341,0.5724758116529886,Web/CloudOps,2
-bitbrains_rnd/5T/medium,CleanTS-65M,2257006.7955528204,2257006.7955528204,147.9236898690365,4.45054545828052,0.48410432953184873,0.7207701120949027,162.32105483150028,1502.333783003238,6.321084055135416,0.62239036889577,0.585655498281893,Web/CloudOps,2
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-bitbrains_rnd/H/short,CleanTS-65M,1734649.0702123663,1734649.0702123663,151.34637706971725,5.619562557039445,1.4062218881076785,0.5853200599355576,194.99397840816366,1317.060769369571,5.764102379858145,0.6623658015932248,0.5840054322420504,Web/CloudOps,2
-bizitobs_application/10S/long,CleanTS-65M,8503036.737537434,8503036.737537434,1727.9619401041666,3.816936660064947,0.056564937167697484,0.05646290461222331,69.70237104523383,2915.996697106743,0.11245834584517234,0.06664059038898695,0.061655565697102385,Web/CloudOps,2
-bizitobs_application/10S/medium,CleanTS-65M,11207147.073972829,11207147.073972829,1703.2339238357545,3.5762804943269515,0.055665247837702436,0.05404658357302348,46.98213520274279,3347.707734252324,0.13145463298204493,0.06688098487498421,0.05553268386511726,Web/CloudOps,2
-bizitobs_application/10S/short,CleanTS-65M,3205592.7355155624,3205592.7355155624,669.8989510027568,2.0243552635767132,0.02999925265709559,0.03055323321786192,18.75493358108299,1790.4169166748738,0.06904922790093794,0.025835326346387705,0.022646740653164812,Web/CloudOps,2
-bizitobs_l2c/5T/long,CleanTS-65M,353.77026795402406,353.77026795402406,13.156052063230485,1.2396629207255008,0.910846787850378,1.1084931073113093,7.075684102584815,18.808781671177538,1.056084975104401,0.7386926574282008,0.5691355578219337,Web/CloudOps,7
-bizitobs_l2c/5T/medium,CleanTS-65M,157.42158371412836,157.42158371412836,8.689132310257477,0.8515150939343408,0.5993117567919233,0.8514387030990757,8.122555250805553,12.546775829436356,0.6601449357053149,0.45717615172754544,0.36371007020496937,Web/CloudOps,7
-bizitobs_l2c/5T/short,CleanTS-65M,20.749322239424302,20.749322239424302,2.6550411208044915,0.27572556493209166,0.14855580358396775,0.20868761789364118,3.1835256949459834,4.555142395076613,0.15644202288953063,0.09118485609637135,0.07478995298255846,Web/CloudOps,7
-bizitobs_l2c/H/long,CleanTS-65M,166.5031982421875,166.5031982421875,8.933871120876736,0.9245677364022553,0.9479636808763366,0.908265395391555,5.89926680870527,12.903611829336292,0.7881898853033701,0.5457066554086751,0.4294200463645112,Web/CloudOps,7
-bizitobs_l2c/H/medium,CleanTS-65M,162.55013137090774,162.55013137090774,8.7831298101516,0.8823811073621215,0.8297425346995897,0.9366540182204474,5.4369774235348265,12.749514946495326,0.7720025140927356,0.5318318636822951,0.4200076213299944,Web/CloudOps,7
-bizitobs_l2c/H/short,CleanTS-65M,150.63622120921573,150.63622120921573,7.267065805102152,0.7219975025537452,0.6442495052763026,0.763564376071805,3.9346266718654053,12.273394852656526,0.6615674693143918,0.39171349017439844,0.30999986821399717,Web/CloudOps,7
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-covid_deaths/D/short,CleanTS-65M,907298.4461215684,907298.4461215684,150.41957131497037,30.883482186664057,0.08371486233851726,0.35534725143494816,513.3537528062479,952.5221499375059,0.3583910775218091,0.05659609306458412,0.045606899477847136,Healthcare,1
-electricity/15T/long,CleanTS-65M,350327.47669720906,350327.47669720906,63.5598211404422,0.9503734908184518,0.16098716200823368,0.1457204267246587,7.691358860377664,591.8846819247893,0.9337706580832442,0.10027341106541028,0.08000586129328355,Energy,1
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-ett1/15T/medium,CleanTS-65M,12.253657164687201,12.253657164687201,1.7322943408905513,1.057443626820784,0.7206279448470898,0.4075127849881611,7.4515702676535325,3.5005224131102493,0.6672029949384995,0.3301769953046115,0.2566701635559736,Energy,7
-ett1/15T/short,CleanTS-65M,5.9019814987755606,5.9019814987755606,1.1416246317681813,0.7136816287465364,0.5226301806554544,0.2426294411931719,4.819353770834878,2.429399411125219,0.45925759361307344,0.215814566676143,0.16760824934693597,Energy,7
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-ett1/H/long,CleanTS-65M,159.91409875778925,159.91409875778925,7.214580519741805,1.3804573243752154,3365371955908.4795,0.4710505248377563,10.22757818475775,12.645714640058475,0.6055758732213825,0.3454906284480588,0.2737574985522353,Energy,7
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-ett2/D/short,CleanTS-65M,120120.96169084821,120120.96169084821,211.10713917565724,1.3901142993044433,0.43525348438156974,0.14276145110054622,12.384938333786268,346.58471069977713,0.19835956273612088,0.12082217860334402,0.09926532928408927,Energy,7
-ett2/H/long,CleanTS-65M,242.87549674220816,242.87549674220816,9.78132933762969,1.0790337949478506,0.18940505364485652,0.1831886881873721,7.711336176477741,15.584463312613885,0.21341723273696586,0.1339477784927137,0.10802245409948179,Energy,7
-ett2/H/medium,CleanTS-65M,253.32394365583147,253.32394365583147,10.102260330745152,1.0702309638712895,0.17757451631873677,0.1747808378367197,7.69356694133209,15.916153544617226,0.21448038645828998,0.13613444314711665,0.10822252941997056,Energy,7
-ett2/H/short,CleanTS-65M,99.00531064328693,99.00531064328693,6.239137008076622,0.7288205595855097,0.1210485771598253,0.10991796618770985,4.987141686297209,9.950141237353716,0.12619547030852085,0.07912961336646579,0.062262632906822026,Energy,7
-ett2/W/short,CleanTS-65M,3116920.4065290177,3116920.4065290177,1257.4354030064173,0.8709673884733995,0.15224901347288064,0.16006774215825967,9.503753023524526,1765.4802198067862,0.14809670794897695,0.10547954123446687,0.08915801591299392,Energy,7
-hierarchical_sales/D/short,CleanTS-65M,29.153439542479926,29.153439542479926,2.3054563049148458,0.745720599965087,0.6202869676143766,1.052882916378354,7.184936344468844,5.399392516059555,1.6564738292620151,0.7072884629594557,0.5775059687380758,Sales,1
-hierarchical_sales/W/short,CleanTS-65M,476.72122636993055,476.72122636993055,9.183625812879054,0.747419318126174,0.5625651143379824,0.47086217136011793,6.727918806541047,21.83394665125686,1.0024071705368696,0.4216247531147799,0.35732705318572333,Sales,1
-hospital/M/short,CleanTS-65M,3164.5460900307116,3164.5460900307116,18.584228619758278,0.7705296515264353,0.1907209945095461,0.17357669301535036,5.369740849613075,56.25429841381645,0.2042161662873408,0.06746506541093732,0.05396887023740965,Healthcare,1
-jena_weather/10T/long,CleanTS-65M,1467.8021032886204,1467.8021032886204,9.91342335312748,0.6374243012539635,0.8369992394120576,0.6433001134239098,6.534794547400555,38.311905503232545,0.23443711076596843,0.06066193519168585,0.04975128726723508,Nature,21
-jena_weather/10T/medium,CleanTS-65M,1559.77809871079,1559.77809871079,10.063912272858191,0.6185721979483099,0.8196521325106934,0.6546619971856625,6.08630822253793,39.49402611422125,0.24237416684971813,0.06176205852824723,0.051295154609447585,Nature,21
-jena_weather/10T/short,CleanTS-65M,748.1843526618301,748.1843526618301,5.583768914622556,0.29220630302475936,0.3233816162830876,0.5528585786326504,2.265995042925185,27.352958755166323,0.16989616327661536,0.034682204719020525,0.029822066795762173,Nature,21
-jena_weather/D/short,CleanTS-65M,418.1406242594038,418.1406242594038,10.700311713985034,1.3034188092681354,0.8245833318573368,0.4755352611224803,7.865257399454948,20.44848708974343,0.12313331223041782,0.06443336455447513,0.051413827772477584,Nature,21
-jena_weather/H/long,CleanTS-65M,1375.294339980632,1375.294339980632,11.940894247410158,1.0883991944445894,2.7000078934416667,0.6966790734144745,7.657828170845286,37.08496110259025,0.2232925650548231,0.07189741680398751,0.05905766666433646,Nature,21
-jena_weather/H/medium,CleanTS-65M,1345.9004229035627,1345.9004229035627,10.697815845285852,0.7655084682731764,2.79351218695486,0.6862423476955247,7.119980041412167,36.68651554595452,0.22449128956830378,0.06546183083711472,0.05404261017981618,Nature,21
-jena_weather/H/short,CleanTS-65M,1104.9613603672099,1104.9613603672099,8.566707332513985,0.5368868229803038,1.666315686255163,0.6206586529907702,4.698604734502142,33.24095907712667,0.20376495248316953,0.05251336787535976,0.042841740044608986,Nature,21
-kdd_cup_2018/D/short,CleanTS-65M,2974.623326464278,2974.623326464278,21.701980333837458,1.219805501483326,0.5142869594384242,0.4801226475984066,9.439144277578558,54.5401075032336,1.2217563179272777,0.4861474023098953,0.3791924518528169,Nature,1
-kdd_cup_2018/H/long,CleanTS-65M,4375.788436609605,4375.788436609605,25.182258330115,1.0477889124552735,0.9004897250875985,0.6369750928465591,7.839462395431958,66.14974252867206,1.552140264357224,0.5908775394654775,0.458216979722089,Nature,1
-kdd_cup_2018/H/medium,CleanTS-65M,5500.53832347396,5500.53832347396,26.492773258814694,1.0727541916038499,0.8466308493052767,0.5888711367724193,9.05088311139548,74.16561415827391,1.5524206241285592,0.5545417248157081,0.43813830468284815,Nature,1
-kdd_cup_2018/H/short,CleanTS-65M,4972.147362873047,4972.147362873047,23.872244337004055,0.9764807621426917,0.8240941214719566,0.5225553728086353,7.9199142573167345,70.51345519029009,1.475974323000653,0.4996893086394619,0.40165367467527224,Nature,1
-loop_seattle/5T/long,CleanTS-65M,92.20174206559065,92.20174206559065,5.354954664232315,0.8454478529900591,0.17166914982583023,0.12061257913044021,6.753253190770574,9.602173819796779,0.16976840728522274,0.09467669941123137,0.07510375447858089,Transport,1
-loop_seattle/5T/medium,CleanTS-65M,74.51142957594864,74.51142957594864,4.867850248702909,0.7737179588352738,0.15593407412954405,0.1109053855857613,6.017319161376385,8.632000322981263,0.15358102311985514,0.08660905857471395,0.06866858244997465,Transport,1
-loop_seattle/5T/short,CleanTS-65M,43.11260150657473,43.11260150657473,3.5075349229408124,0.5579530038926219,0.09257529315945257,0.07490157786251206,4.111420926825049,6.566018695265399,0.11259272426167817,0.060146480043020756,0.047269422758287244,Transport,1
-loop_seattle/D/short,CleanTS-65M,18.57973240516749,18.57973240516749,3.049241252186621,0.9176378483844494,0.05682349533949843,0.0561943626748273,6.962407212922172,4.310421372112881,0.07703298774913034,0.0544940143308299,0.043573038211785105,Transport,1
-loop_seattle/H/long,CleanTS-65M,60.61264933562172,60.61264933562172,4.358683961488391,0.9131533227378191,0.1349941218928615,0.10075194553325051,8.05470249349768,7.785412598932809,0.1391357232945755,0.07789550494437279,0.06329274501206944,Transport,1
-loop_seattle/H/medium,CleanTS-65M,66.2239799928616,66.2239799928616,4.531657566940575,0.9275631153962406,0.12036321337562597,0.10313099785116804,8.617610168431597,8.137811744742047,0.14383491375237448,0.08009654139730336,0.06571625071811742,Transport,1
-loop_seattle/H/short,CleanTS-65M,60.70895523423057,60.70895523423057,4.261321281999581,0.8655888545195888,0.12095751806492265,0.09790238747792573,8.357494879422589,7.7915951662179275,0.13791915882241718,0.07542972063456517,0.0622124855449094,Transport,1
-m_dense/D/short,CleanTS-65M,9316.96240198206,9316.96240198206,51.946601132993344,0.7504809074520636,0.13026995624410745,0.10738054213700471,6.927894005298149,96.52441350239876,0.16709803777374177,0.08992725056156602,0.07237018288142993,Transport,1
-m_dense/H/long,CleanTS-65M,34765.609654224536,34765.609654224536,82.58546437958141,0.7254612665150665,0.2810987441059,0.2003287257677243,7.556326878963531,186.4553824758742,0.32278184699178003,0.1429676546375075,0.11766625157903284,Transport,1
-m_dense/H/medium,CleanTS-65M,34512.06633884006,34512.06633884006,79.96313526153564,0.6978936781622972,0.2730701257273608,0.19687438170115154,7.44780491775512,185.7742348627496,0.323223710059924,0.13912575802749044,0.11450026427958455,Transport,1
-m_dense/H/short,CleanTS-65M,50343.301783057315,50343.301783057315,96.31221923192342,0.841403228679521,0.30340629458202995,0.22977066790892017,9.42045395622259,224.37313070654722,0.3979820616722905,0.17083389376193264,0.14114884457775367,Transport,1
-m4_daily/D/short,CleanTS-65M,383465.66690247733,383465.66690247733,170.69666058763607,3.2081064716704435,0.036927138060732216,0.030332773207370232,26.08011128676324,619.2460471431992,0.09565640050632376,0.026367916606962305,0.02092342695969357,Econ/Fin,1
-m4_hourly/H/short,CleanTS-65M,416266.4552957866,416266.4552957866,169.205297327176,1.322701379817929,0.10123713118220633,0.09574189621785689,9.673663173801586,645.187147497365,0.08808229659126059,0.02310026050859238,0.020823279011280376,Econ/Fin,1
-m4_monthly/M/short,CleanTS-65M,1908783.3338688153,1908783.3338688153,577.6685870080171,0.9837793846017734,0.16600613850283993,0.13589435501860161,8.067107808366893,1381.5872516308245,0.2871412603835251,0.12005936357740439,0.09642437481217975,Econ/Fin,1
-m4_quarterly/Q/short,CleanTS-65M,1883431.565311517,1883431.565311517,584.988072511673,1.2479256582402214,0.12082483374203003,0.10567335962267195,10.103191593957614,1372.3817126847462,0.22971253166569353,0.09791670195605363,0.0788195700145567,Econ/Fin,1
-m4_weekly/W/short,CleanTS-65M,367975.06675794435,367975.06675794435,298.10729381658547,2.1940876307583523,0.07092927528801889,0.07255722331380036,14.157770313365264,606.6094845598315,0.1105148407721758,0.05431052587822617,0.042407753828505486,Econ/Fin,1
-m4_yearly/A/short,CleanTS-65M,4162170.1811671406,4162170.1811671406,973.9929443163,3.6487848096801136,0.17898699063501528,0.15901303755530824,37.38846090225593,2040.1397454995922,0.3271458629844328,0.15618428247966717,0.13193186447748662,Econ/Fin,1
-restaurant/D/short,CleanTS-65M,157.55816897095514,157.55816897095514,7.623011608512125,0.729013932346573,0.6455305182790182,0.41960701008765783,5.128291537730095,12.552217691346623,0.5776821413519493,0.3508286565641627,0.27525791304525254,Sales,1
-saugeen/D/short,CleanTS-65M,1044.869330921173,1044.869330921173,11.873578217824301,2.636848440138105,0.2706558911005656,0.30933215459187824,34.78444458777649,32.324438601794355,1.0469962525841157,0.38458802183609575,0.328085682050341,Nature,1
-saugeen/M/short,CleanTS-65M,397.759041922433,397.759041922433,12.60980578831264,0.7388380321378877,0.38100790693646386,0.3585934695743379,4.870683760161396,19.94389736040659,0.5987755907042731,0.37858417405178296,0.2980638209858531,Nature,1
-saugeen/W/short,CleanTS-65M,1255.5320473432541,1255.5320473432541,17.289710915088655,1.4025695837802723,0.47267574444413185,0.45805939808487894,14.113494559227897,35.43348765424107,1.0695892856066285,0.5219042993020577,0.4228650601068679,Nature,1
-solar/10T/long,CleanTS-65M,21.67777349450969,21.67777349450969,1.9364289433029929,0.8487347798643053,2.6994967977587954,1.4704553988534845,6.117334493905399,4.655939593090711,1.0063068677381686,0.4185281414356188,0.324399494876512,Energy,1
-solar/10T/medium,CleanTS-65M,23.045038762722257,23.045038762722257,2.008993427111654,0.8822361224160759,3.3693835700083974,1.4663263069301515,6.601560215948542,4.800524842423196,1.0652555400654822,0.44580362531892637,0.35073008304774533,Energy,1
-solar/10T/short,CleanTS-65M,36.74563303097377,36.74563303097377,2.705380199371028,1.2000939009804032,6.852672141710116,1.5538207939760238,11.889313469323726,6.061817634255733,1.7633820794603803,0.786994800823228,0.6341716334851415,Energy,1
-solar/D/short,CleanTS-65M,156768.750486618,156768.750486618,260.6531283413407,1.0170102433051629,1.2094920840576617,0.4263525755155986,5.835141668924148,395.9403370289746,0.5719989491517509,0.3765550047846042,0.30897672487822153,Energy,1
-solar/H/long,CleanTS-65M,952.9622441869583,952.9622441869583,15.582906187479804,1.1897389378572798,4.551584204645209,1.4675696661485855,8.014566285976032,30.87008655943417,1.0703222989347025,0.5402878266167355,0.39539951318004596,Energy,1
-solar/H/medium,CleanTS-65M,719.216486843137,719.216486843137,12.558621390312547,0.9578050952378071,4.802171791139955,1.4231838226318358,7.407784415238228,26.818211850217324,0.9660545844700282,0.4523908542633308,0.355301571573648,Energy,1
-solar/H/short,CleanTS-65M,769.8665664988606,769.8665664988606,11.87201372019108,0.9178560271155648,3.826693847001346,1.4241380780068964,6.3027752866255335,27.746469442054437,1.0227441044790493,0.43760637965046906,0.34642641108658595,Energy,1
-solar/W/short,CleanTS-65M,1428398.523922217,1428398.523922217,976.2975027265339,1.070836182186609,0.22128818097123265,0.1936384287737582,6.169907035377626,1195.1562759414423,0.24396126547451438,0.19928672010457912,0.149285378680503,Energy,1
-sz_taxi/15T/long,CleanTS-65M,15.73027650990717,15.73027650990717,2.699990148625822,0.5094621704736275,6886944535416.432,0.398718404124605,3.9420435081189225,3.96614126197078,0.36709894798502724,0.2499062634592007,0.19841673921452202,Transport,1
-sz_taxi/15T/medium,CleanTS-65M,16.575554460541817,16.575554460541817,2.7664459081796497,0.5396955805361071,10366029297642.486,0.4076075570196168,3.908486704392643,4.071308691384359,0.3789032209855931,0.25746396177472386,0.20292486987960812,Transport,1
-sz_taxi/15T/short,CleanTS-65M,17.052128991106997,17.052128991106997,2.7614426509328234,0.5515912063321681,1200949502644.5789,0.3991129708650348,3.9597880693291128,4.1294223556215455,0.38611866322008004,0.25820670619598285,0.20292541416074839,Transport,1
-sz_taxi/H/short,CleanTS-65M,7.291834672928875,7.291834672928875,1.8692658472264934,0.5697771938661932,1.0598877103855977,0.30021190461822045,4.121075664148837,2.7003397328723056,0.2515533110968186,0.17413364972779155,0.13760897611444112,Transport,1
-temperature_rain/D/short,CleanTS-65M,189.99358632464586,189.99358632464586,5.987437476609687,1.428506549050293,37.81032682708845,1.4943231913885242,20.33263286000924,13.78381610166959,1.6227195876027847,0.7048796937783194,0.5724113313069737,Nature,1
-us_births/D/short,CleanTS-65M,204714.1703125,204714.1703125,305.8128889973958,0.4501687478600908,0.029061880807081858,0.02894541874527931,3.4816281268105844,452.4535007185821,0.0424138442439747,0.028667476815044057,0.022875985906004082,Healthcare,1
-us_births/M/short,CleanTS-65M,91195325.33333333,91195325.33333333,8114.59765625,0.9191595239565,0.024908685435851414,0.02526882415016492,5.28980637396075,9549.624355613854,0.02966106814002031,0.02520388499568461,0.018538053172532615,Healthcare,1
-us_births/W/short,CleanTS-65M,3899898.0089285714,3899898.0089285714,1519.235072544643,1.3805831792570447,0.020336782626275505,0.02053045361701931,8.920201263600932,1974.8159430510407,0.026807932787474797,0.020623467142071045,0.015951417115224253,Healthcare,1

results/CleanTS-65M/config.json

@@ -1,10 +0,0 @@
-{
-    "model": "CleanTS-65M",
-    "model_type": "zero-shot",
-    "model_dtype": "float32",
-    "model_link": "https://huggingface.co/EINK/CleanTS-65M",
-    "code_link": "https://github.com/Taihuachen-cfair/gift-eval/blob/main/notebooks/CleanTS.ipynb",
-    "org": "Shandong University",
-    "testdata_leakage": "No",
-    "replication_code_available": "Yes"
-}

results/Credence/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[mean],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-us_births/W/short,Credence,1981293.4285714286,1981293.4285714286,1083.517299107143,1083.517299107143,0.9851020567651093,0.014681688376835414,0.014698320509071038,5.875969468433975,1407.5842527434827,0.019107818211127305,0.014708641091713007,0.011495080911903467,Healthcare,1
-us_births/M/short,Credence,40867930.666666664,40867930.666666664,5254.341145833333,5254.341145833333,0.5927523081570498,0.016176501909891765,0.016360392021733113,3.926255227348656,6392.8030367489555,0.01985600264656178,0.01631994777531297,0.012191297260903702,Healthcare,1
-us_births/D/short,Credence,133748.92,133748.92,217.39641927083332,217.39641927083332,0.32004981611634753,0.02095420440038045,0.020664739053686813,2.906081303081846,365.7169944096118,0.03428300060366135,0.020379150236448283,0.016607321670457812,Healthcare,1
-loop_seattle/5T/short,Credence,39.341390133789815,39.341390133789815,3.4488411642572583,3.4488411642572583,0.5475653017247267,0.09420587692959513,0.07341289413122502,4.062700942496223,6.272271529022785,0.10755560898652276,0.05914001171713785,0.04666659247956807,Transport,1
-temperature_rain/D/short,Credence,177.56792622396415,177.56792622396415,5.652711626659176,5.652711626659176,1.312655580709039,21.572101249152418,1.4994294631885086,18.812045122520473,13.325461576394423,1.56875914113273,0.6654736112269262,0.5384378173256141,Nature,1
-solar/W/short,Credence,1618500.0510948906,1618500.0510948906,1019.4490654938412,1019.4490654938412,1.1135661677897826,0.2294308756389757,0.19920882231417994,7.083897484048863,1272.2028341011078,0.2596883960120456,0.2080950344849133,0.14975132761771653,Energy,1
-solar/H/short,Credence,612.8842461422718,612.8842461422718,10.855683811191163,10.855683811191163,0.8363616938018386,4.3890899273190005,1.4030977378835967,3.8725069803458037,24.756499068775287,0.9125328005647738,0.40014412065098237,0.30192240009823956,Energy,1
-solar/H/medium,Credence,654.3222665754258,654.3222665754258,11.452482319110212,11.452482319110212,0.8733596288079221,4.209102444885201,1.4064806977271924,4.367720358164698,25.579723739231934,0.9214413573837426,0.41254514556579364,0.30496866283542734,Energy,1
-solar/H/long,Credence,659.8980072739254,659.8980072739254,11.677593137767387,11.677593137767387,0.8883293339654287,5.199635621910256,1.4007543238194116,4.607906696278808,25.688480049896402,0.8906665482727325,0.40488349454488537,0.3027778017842999,Energy,1
-solar/D/short,Credence,126225.54379562044,126225.54379562044,246.8741474680657,246.8741474680657,0.9622487048832767,1.071720927997227,0.42039874022610235,5.4565046948888645,355.2823437712891,0.5132619978753026,0.3566490718570327,0.27276837547316396,Energy,1
-loop_seattle/5T/medium,Credence,71.41364503968734,71.41364503968734,5.093492446757692,5.093492446757692,0.8083730075140683,0.16475848317023278,0.1164860430850618,5.671783217460128,8.45065944407224,0.15035459638406284,0.09062369701274862,0.07121101323088352,Transport,1
-solar/10T/short,Credence,23.539989542439034,23.539989542439034,2.1887697168800373,2.1887697168800373,0.9660921516137635,5.732001036809698,1.5235234096415824,4.146622526999156,4.851802710584905,1.4113888707543,0.6367128680457225,0.4850725346939111,Energy,1
-solar/10T/medium,Credence,19.14013862500173,19.14013862500173,1.8458668655432633,1.8458668655432633,0.8075838638230288,3.6547726236736673,1.4500841494337575,4.122946170140241,4.37494441393279,0.9708175500099963,0.40960519231842096,0.3076506932632776,Energy,1
-solar/10T/long,Credence,18.056756893755068,18.056756893755068,1.8420211284603418,1.8420211284603418,0.806373794011146,3.2992514245977604,1.451856543261004,4.279447364950502,4.249324286725487,0.9184234751321878,0.39812340313784844,0.3004464647174967,Energy,1
-saugeen/W/short,Credence,942.9406433105469,942.9406433105469,14.756837844848633,14.756837844848633,1.1970570094750175,0.38110325336456297,0.39088950434610864,9.993948972552701,30.70733859048268,0.9269265492835072,0.4454474210311822,0.35492562559280716,Nature,1
-saugeen/M/short,Credence,398.6060732886905,398.6060732886905,12.38219488234747,12.38219488234747,0.7254962333638438,0.3544088999430339,0.35536092788013146,4.510588903279304,19.965121419332526,0.5994128398116464,0.37175063660480695,0.29144970720918795,Nature,1
-saugeen/D/short,Credence,1208.375546875,1208.375546875,12.9156396484375,12.9156396484375,2.8698198740037757,0.279986317952474,0.32440258311666154,27.68817149753579,34.761696547708944,1.1259396485299231,0.4183406510767468,0.34336834472401007,Nature,1
-restaurant/D/short,Credence,137.24760647787372,137.24760647787372,7.040552813543417,7.040552813543417,0.6754662227188343,0.6717557948967472,0.3893615799211119,4.575243882488138,11.71527236037958,0.539163978037998,0.32402255327623436,0.2535126833884472,Sales,1
-m4_yearly/A/short,Credence,3780024.204455308,3780024.204455308,895.934612433683,895.934612433683,3.348256083413248,0.16374748665209743,0.15027195955494627,29.41936183421947,1944.2284342266234,0.31176604018430804,0.14366726741840957,0.11598507225523212,Econ/Fin,1
-m4_weekly/W/short,Credence,232332.47075208914,232332.47075208914,244.55150859760016,244.55150859760016,1.9494262628433383,0.05878148325153201,0.05877691661898692,14.170818467317096,482.00878700713446,0.08781452588996383,0.04455349230564091,0.035531322684503125,Econ/Fin,1
-m4_quarterly/Q/short,Credence,1742952.2965591634,1742952.2965591634,548.1433355496724,548.1433355496724,1.1560533456661968,0.11048622191604227,0.1000720684147396,8.754063292796006,1320.2091866667051,0.22097976942769262,0.09174954175930349,0.07306034864599445,Econ/Fin,1
-loop_seattle/5T/long,Credence,85.82239456797888,85.82239456797888,5.55685168164488,5.55685168164488,0.8769157370110361,0.17667073546712408,0.1251199539657702,6.009984734394903,9.264037703290011,0.16379009152002544,0.09824628036397032,0.07698314146112534,Transport,1
-loop_seattle/D/short,Credence,17.645019802097444,17.645019802097444,2.86297519160252,2.86297519160252,0.8645312995221023,0.0535209201560793,0.05283242815704088,6.756373593918668,4.200597552979509,0.07507028967822517,0.051165191205409855,0.04134675922365924,Transport,1
-loop_seattle/H/short,Credence,47.946900669674115,47.946900669674115,3.746456097549025,3.746456097549025,0.7653407189523878,0.10460991644081032,0.08581307221906702,6.294736471175906,6.924370055801041,0.12256839163085016,0.06631608283376958,0.05339762466401302,Transport,1
-loop_seattle/H/medium,Credence,57.86505272454891,57.86505272454891,4.164693070639029,4.164693070639029,0.8570583795027924,0.11197156709291126,0.09470824299503841,6.73576679840819,7.606908223749575,0.1344512536547473,0.0736104850964862,0.059128058621891286,Transport,1
-m4_monthly/M/short,Credence,1815345.2099774666,1815345.2099774666,549.0623064496076,549.0623064496076,0.9111372657455721,0.15733080874314462,0.12986576380123901,7.380592623105529,1347.34747187853,0.2800250587707948,0.11411399645706309,0.09084637608334828,Econ/Fin,1
-m4_hourly/H/short,Credence,828029.1790862912,828029.1790862912,176.71600902234107,176.71600902234107,0.6964065261388817,0.08728426046993422,0.07786551172130717,5.320036363968451,909.9610865780422,0.12422978591526504,0.02412563821954452,0.019395067795332222,Econ/Fin,1
-loop_seattle/H/long,Credence,54.64845212156271,54.64845212156271,4.00427861694294,4.00427861694294,0.8397277271999716,0.11943499325967795,0.09290104400763127,6.745365559909182,7.392459138984991,0.13211311906639867,0.0715618074782964,0.05734788367588174,Transport,1
-m_dense/D/short,Credence,7972.15925925926,7972.15925925926,42.987706886574074,42.987706886574074,0.6401850558696381,0.11753934078343803,0.09248046558949191,6.674480116870909,89.28694898617188,0.15456891596489558,0.07441807933546361,0.06155807237551119,Transport,1
-m4_daily/D/short,Credence,352801.7620344686,352801.7620344686,175.02748212440778,175.02748212440778,3.2512786127729063,0.03761074586027258,0.029845498968524658,24.072089857688447,593.9711794645162,0.09175213209320293,0.027036908885540886,0.021327812914881717,Econ/Fin,1
-m_dense/H/short,Credence,43176.36068793403,43176.36068793403,85.52203759087456,85.52203759087456,0.7634620809393522,0.28628258212707786,0.20327998800888086,7.927807493511263,207.78922177999038,0.3685663383029902,0.15169479903271224,0.12493999679182302,Transport,1
-m_dense/H/medium,Credence,35982.63861111111,35982.63861111111,77.82327365451388,77.82327365451388,0.6750128309610246,0.26559301938140745,0.1872690853568675,7.668932035708439,189.69090281589973,0.3300382172157605,0.1354026688341385,0.11224754902476472,Transport,1
-m_dense/H/long,Credence,33365.56061728395,33365.56061728395,76.83492283950618,76.83492283950618,0.6635170516510428,0.2672928797984264,0.18675558962070568,6.952728745461807,182.66242256491603,0.3162156812193223,0.1330126203625371,0.11005157685452689,Transport,1
-sz_taxi/15T/short,Credence,16.542044675684966,16.542044675684966,2.713050236195435,2.713050236195435,0.5413397080011091,1052505187116.6085,0.3928081980379438,3.809533145696896,4.0671912514270785,0.3802997913230212,0.253681810097318,0.19921639274901,Transport,1
-sz_taxi/15T/medium,Credence,16.26387031750801,16.26387031750801,2.740928010859041,2.740928010859041,0.5343902512638006,9547619092255.111,0.40399731733067784,3.8099304304134582,4.032848908341101,0.37532390158845375,0.25508909914303285,0.2012139307529757,Transport,1
-sz_taxi/15T/long,Credence,15.437054843304843,15.437054843304843,2.6829066958522523,2.6829066958522523,0.5059875993489118,6579843666924.634,0.39717084255889173,3.840094691304683,3.929001761682583,0.36366138787427643,0.24832505346930456,0.19733732948712,Transport,1
-sz_taxi/H/short,Credence,7.16485830453726,7.16485830453726,1.8405209810305865,1.8405209810305865,0.560501863683958,1.1060429566945784,0.29464194692709156,3.884994825869058,2.67672529493358,0.24935348013052103,0.17145588781257642,0.13474393705755836,Transport,1
-kdd_cup_2018/H/short,Credence,4366.834940322303,4366.834940322303,22.11540043388925,22.11540043388925,0.9232946272744946,0.8672966286987673,0.4865883925935503,7.410279287889337,66.08203190219186,1.3832166080652961,0.46291538401008847,0.37108780090840277,Nature,1
-kdd_cup_2018/H/medium,Credence,5179.8799228146545,5179.8799228146545,24.97020068765824,24.97020068765824,1.0231086828735965,0.9228104975619303,0.54850995879905,8.400142448957727,71.97138266571412,1.5064913881423707,0.5226715244705741,0.4151927584293543,Nature,1
-kdd_cup_2018/H/long,Credence,4096.371096336147,4096.371096336147,23.719996162660532,23.719996162660532,0.9993973293827084,0.9820791882338883,0.5971977879268109,7.430312720550339,64.00289912446269,1.5017666496739275,0.5565669626653209,0.4358402935082522,Nature,1
-kdd_cup_2018/D/short,Credence,2888.927228269001,2888.927228269001,21.12797560489862,21.12797560489862,1.1952953836900297,0.5291491156602859,0.4646283894662181,9.049681395728863,53.74874164358642,1.2040288863995243,0.47328908848004403,0.37458848125983474,Nature,1
-hospital/M/short,Credence,2834.9423776135036,2834.9423776135036,17.72574792867741,17.72574792867741,0.7534969901084262,0.19072928070141304,0.171835050294532,5.087405135235105,53.244176936201235,0.19328872633073854,0.06434858115093305,0.0507050420998614,Healthcare,1
-hierarchical_sales/W/short,Credence,463.5034832065388,463.5034832065388,8.880850751521224,8.880850751521224,0.7153194852123632,0.5190059380716755,0.4543076030266486,6.562817201134447,21.52913103695871,0.9884129365880346,0.40772420194954395,0.3430515558311208,Sales,1
-hierarchical_sales/D/short,Credence,28.729503773834747,28.729503773834747,2.292235123317761,2.292235123317761,0.7405168655034932,0.6308665744765213,1.0598728859067335,6.879417539248687,5.359991023671098,1.6443858877424427,0.7032323508612238,0.5677235036013336,Sales,1
-electricity/W/short,Credence,35677167338.926125,35677167338.926125,25591.681211289415,25591.681211289415,1.3913983663991643,0.12404143190513252,0.09128269235749974,10.49396140509632,188884.00498434514,0.430970971545659,0.05839177179682473,0.046217533866786224,Energy,1
-electricity/H/short,Credence,1525633.6620027788,1525633.6620027788,160.67214860830222,160.67214860830222,0.8772902814770303,0.16777715137842344,0.11950123753924799,9.817165267459965,1235.1654391225406,0.5830862954147924,0.07584872838969985,0.06213982642124559,Energy,1
-electricity/H/medium,Credence,5290059.0672032265,5290059.0672032265,233.38883924329602,233.38883924329602,1.0428183929415498,0.23639100108804828,0.12653187804705238,8.500259797002409,2300.0128406605095,0.897770802276334,0.09109935464083072,0.07259659109428923,Energy,1
-electricity/H/long,Credence,8082463.757674925,8082463.757674925,270.9681885674737,270.9681885674737,1.1622827572419159,0.2912307404545631,0.13844394046323913,9.334767830385333,2842.967421142023,1.121265560031176,0.1068697781920744,0.08449070789043954,Energy,1
-electricity/D/short,Credence,1207132443.7733333,1207132443.7733333,4100.2335774211715,4100.2335774211715,1.3495531914085952,0.36024277470196775,0.09100998989390749,10.744090104684702,34743.811589595825,0.5709562248343537,0.06738045646679959,0.05300851707025143,Energy,1
-electricity/15T/short,Credence,131392.11671461287,131392.11671461287,50.44386328695057,50.44386328695057,0.9636366174137869,0.16142363722445216,0.1621331247068244,10.250187797556046,362.48050528906083,0.7145205404168453,0.09943479974947253,0.08247345849118831,Energy,1
-electricity/15T/medium,Credence,235986.55371074952,235986.55371074952,51.61692567416355,51.61692567416355,0.8166610134195745,0.12697121274678602,0.13014899771855473,6.932790746300936,485.784472488314,0.8370555552892645,0.08894115977235362,0.0718116872997907,Energy,1
-car_parts/M/short,Credence,1.3443089131499977,1.3443089131499977,0.4581129398338979,0.4581129398338979,0.8370634232671614,0.8049785677915271,1.882188799020695,13.648863809842867,1.1594433634938783,2.7802262494483663,1.0985078362949185,0.9442805842923128,Sales,1
-covid_deaths/D/short,Credence,378188.1140062069,378188.1140062069,108.68806111041765,108.68806111041765,34.97108897386375,0.09075509984307899,0.36807812346997815,622.2833335716725,614.9700106559725,0.23138544838779088,0.04089441000156739,0.03322237663759045,Healthcare,1
-electricity/15T/long,Credence,304050.5199430368,304050.5199430368,57.02846970557594,57.02846970557594,0.8642380743404394,0.1308116295869595,0.13206093708343256,7.0548848664548025,551.4077619539253,0.8699133493064254,0.08996940288182395,0.07201943067928405,Energy,1
-jena_weather/H/short,Credence,1075.1322678401755,1075.1322678401755,8.347192584123826,8.347192584123826,0.5210019579149167,1.395962111432094,0.6077056093037256,4.3659107858696204,32.78920962512173,0.20099576256484544,0.05116775786617829,0.04101708441768538,Nature,21
-jena_weather/H/medium,Credence,1186.5049882192461,1186.5049882192461,9.803821769593254,9.803821769593254,0.7456613391720759,2.20877425457439,0.6701472923918745,6.077787788960267,34.4456817064091,0.2107792314111413,0.059991323008195575,0.04826633343479608,Nature,21
-jena_weather/H/long,Credence,1130.2408585482804,1130.2408585482804,10.76051781063988,10.76051781063988,0.9077538308252998,2.155136504315446,0.6517823862605664,6.585881604300189,33.619054991898274,0.20242395594625853,0.064790238267697,0.05271971803611088,Nature,21
-jena_weather/D/short,Credence,360.8901181175595,360.8901181175595,9.340482197110616,9.340482197110616,0.9937645238911081,0.6019073589602502,0.44512733380400055,6.466172778180113,18.997108151441353,0.11439364040524394,0.056244969136883385,0.044242303975310475,Nature,21
-jena_weather/10T/short,Credence,788.7378164518448,788.7378164518448,5.466740783055624,5.466740783055624,0.27077702219171607,0.34787774990199616,0.5432388317757615,2.095932056787003,28.08447643186258,0.17443980223730696,0.03395531276477491,0.027615336053660053,Nature,21
-jena_weather/10T/medium,Credence,1454.8164051226552,1454.8164051226552,9.531055528604966,9.531055528604966,0.5982117847501426,0.7790376010579546,0.6450781945562306,5.254830764954998,38.14205559644964,0.23407714347343386,0.058491924924733145,0.04750007854072305,Nature,21
-jena_weather/10T/long,Credence,1403.6030564888445,1403.6030564888445,9.603791792935164,9.603791792935164,0.6463866061709543,0.842861191998725,0.6357578268223568,5.518140532401427,37.46469079665338,0.22925285496906522,0.05876724564494566,0.04812969741164127,Nature,21
-ett2/W/short,Credence,2964300.0,2964300.0,1166.6429966517858,1166.6429966517858,0.7712872750954578,0.12006293875830513,0.1294604556465046,8.67896865903544,1721.7142620074912,0.14442543109405384,0.0978634616918564,0.08384630584244074,Energy,7
-ett2/H/short,Credence,106.10571594238282,106.10571594238282,6.302439953031994,6.302439953031994,0.7239941760542563,0.11788169814215134,0.10784536704876845,5.071351588078193,10.300762881572549,0.13064232602877393,0.07993246952550748,0.06344846420135918,Energy,7
-ett2/H/medium,Credence,233.66578311011904,233.66578311011904,9.449562000093007,9.449562000093007,1.032354057589049,0.17500831834954556,0.1678265140953696,7.527016676251642,15.286130416495832,0.20599042459635983,0.127338916757391,0.1027503914161881,Energy,7
-ett2/H/long,Credence,226.2981398809524,226.2981398809524,9.15840076264881,9.15840076264881,1.0217813610000894,0.17940548926936442,0.1728095737269313,8.01697175490175,15.043209095168237,0.20600517628013984,0.12541725316838293,0.10239122253536842,Energy,7
-ett2/D/short,Credence,104521.9746031746,104521.9746031746,192.6950706845238,192.6950706845238,1.2724323302823013,0.42282790834941564,0.13220255239697806,12.488432766901184,323.29858428884995,0.1850322992280923,0.11028446677892514,0.09198330814035699,Energy,7
-ett2/15T/short,Credence,7.6752898534139,7.6752898534139,1.6792806761605399,1.6792806761605399,0.7270627958244034,0.10533737187218753,0.12432981407460246,5.261593292780878,2.7704313478976337,0.13152223676251082,0.07972143068923164,0.06354002244339592,Energy,7
-ett2/15T/medium,Credence,11.214409790039063,11.214409790039063,2.084752943250868,2.084752943250868,0.8610712135269182,0.12968421052994128,0.15661658323096042,6.4771817574897375,3.348792288279323,0.1784631954248445,0.11110025343347499,0.08826969731334394,Energy,7
-ett2/15T/long,Credence,11.190497039310516,11.190497039310516,2.114925769624256,2.114925769624256,0.8782253118995644,0.1333790227136247,0.15985195841485994,6.932672596729436,3.3452200285348224,0.17827282177199527,0.11270821697021899,0.09089333221966853,Energy,7
-ett1/W/short,Credence,1253685.2857142857,1253685.2857142857,894.6405552455357,894.6405552455357,1.56493604769043,0.6707758222307477,0.5668904919966399,8.252324477635039,1119.680885660859,0.445547748666724,0.35599882998835986,0.26151685293320026,Energy,7
-ett1/H/short,Credence,93.07295207069033,93.07295207069033,4.802978152320499,4.802978152320499,0.7993522891032343,0.44706320422036305,0.25579450661474556,5.52860614848358,9.647432408194957,0.45028514893373367,0.22417464472785556,0.17307522213873766,Energy,7
-ett1/H/medium,Credence,140.69910714285714,140.69910714285714,6.895627267020089,6.895627267020089,1.262242807376277,3277745247375.108,0.4354628725381994,8.852059419337555,11.861665445579602,0.5681457201383867,0.33028423684694397,0.25615459786096345,Energy,7
-ett1/H/long,Credence,142.68213872354497,142.68213872354497,7.136190812045304,7.136190812045304,1.3543608574786439,3848029630019.5146,0.4718904249402749,9.327672371124457,11.94496290172326,0.5720183882162103,0.3417367136167985,0.26268251189377545,Energy,7
-ett1/D/short,Credence,41578.201587301584,41578.201587301584,137.32098524305556,137.32098524305556,1.6730259584770841,1.2093455844455294,0.47705758852649643,10.7880273791868,203.90733578589462,0.5355693811170812,0.36067812272450184,0.27508666226535256,Energy,7
-ett1/15T/short,Credence,4.662322132928031,4.662322132928031,1.0652648131052653,1.0652648131052653,0.6776549174663714,0.47372050907300867,0.23782750697385283,4.4623681646332365,2.159241101157541,0.4081864440644926,0.2013793901085708,0.15492806223767028,Energy,7
-ett1/15T/medium,Credence,8.843387063647073,8.843387063647073,1.543362310500372,1.543362310500372,0.9725446187423443,0.7157097092589441,0.3798302858706109,6.735816570377376,2.9737832913053825,0.566806002136499,0.294166364987163,0.2276705717681897,Energy,7
-ett1/15T/long,Credence,8.392706124441965,8.392706124441965,1.5329517376612103,1.5329517376612103,0.9781559345058916,0.7324397854734935,0.38279931160659103,7.023077284469047,2.897016762885911,0.5521742430960129,0.2921821082604248,0.22835065268151128,Energy,7
-bizitobs_service/10S/short,Credence,1997.9256756671523,1997.9256756671523,17.842970648467855,17.842970648467855,0.7237281656425067,0.05660382793693946,0.045697773864466266,5.523405269582212,44.69816188242143,0.03311382788882575,0.013218643322133988,0.010252276296669338,Web/CloudOps,2
-bizitobs_service/10S/medium,Credence,4556.090228174603,4556.090228174603,26.533218974764385,26.533218974764385,0.9647815539561216,0.06107691689143105,0.053858580242839446,9.224766822666446,67.49881649462162,0.05080119754019902,0.019969524926733585,0.01712799940726285,Web/CloudOps,2
-bizitobs_service/10S/long,Credence,129421.48566137566,129421.48566137566,76.17236400462963,76.17236400462963,1.3370194159847177,0.07860183392882977,0.07584869148135491,17.690718788730695,359.7519779811859,0.266515781940229,0.05643092574182126,0.05114256791376083,Web/CloudOps,2
-bizitobs_l2c/H/short,Credence,53.148751395089285,53.148751395089285,4.4130919925750245,4.4130919925750245,0.4394223234234872,0.40957613242901775,0.6008141524671522,2.716785663925974,7.290319018745976,0.392966886461398,0.23787697294599847,0.18519021372096006,Web/CloudOps,7
-bizitobs_l2c/H/medium,Credence,70.43136160714286,70.43136160714286,4.814887927827381,4.814887927827381,0.48739709599198294,0.48642187228409317,0.7550630961382749,3.3618633245902725,8.392339459718182,0.5081689015175606,0.2915487774247358,0.2310097444693461,Web/CloudOps,7
-bizitobs_l2c/H/long,Credence,80.96149553571429,80.96149553571429,5.304670836433532,5.304670836433532,0.567811158897224,0.6271207733074948,0.7826679040163869,4.518210895075608,8.997860608817758,0.5496152954115319,0.32402460491221463,0.2596866164869739,Web/CloudOps,7
-bizitobs_l2c/5T/short,Credence,18.752176766168503,18.752176766168503,2.5036689122517903,2.5036689122517903,0.26211307580694493,0.14346513937073793,0.20338597296761687,2.3325914088500728,4.330378362934179,0.14872271583610872,0.08598612152962629,0.0688893920556652,Web/CloudOps,7
-bizitobs_l2c/5T/medium,Credence,79.86641754357993,79.86641754357993,5.566847363945579,5.566847363945579,0.5466309265585393,0.3667817146245512,0.6491725086326049,3.3221314757504254,8.9368013037988,0.470207186369805,0.2928980456170996,0.2268416466401471,Web/CloudOps,7
-bizitobs_l2c/5T/long,Credence,96.21248511904761,96.21248511904761,6.004980856274802,6.004980856274802,0.5920033658093712,0.4431110912448344,0.7644439044400726,3.509862998208682,9.808796313465155,0.5507492488242376,0.33717069761732316,0.26147389840582913,Web/CloudOps,7
-bizitobs_application/10S/short,Credence,350140.7411111111,350140.7411111111,322.68848524305554,322.68848524305554,1.0363998400381071,0.014510410096910264,0.014646855095585802,5.98163681328812,591.7269143034742,0.022820543229205716,0.012444805786338428,0.009627715825301733,Web/CloudOps,2
-bizitobs_application/10S/medium,Credence,2891940.6933333334,2891940.6933333334,951.5125,951.5125,2.1562148620175603,0.030659735997517902,0.031199743209209332,16.877748526605277,1700.5706963644097,0.06677640616761417,0.03736309540638263,0.030324168755055052,Web/CloudOps,2
-bizitobs_application/10S/long,Credence,6060475.164444445,6060475.164444445,1497.650138888889,1497.650138888889,3.1371308382989205,0.045429212782118054,0.046441943993136246,40.28921595812408,2461.803234307008,0.09494191063847077,0.05775837957825591,0.05071972157378911,Web/CloudOps,2
-bitbrains_rnd/H/short,Credence,1818641.0937801444,1818641.0937801444,149.75174539903512,149.75174539903512,5.821635419912829,1.3724220529567637,0.5525362211662677,201.93884283165897,1348.570018122954,5.902002318764386,0.6553869185185583,0.6166622943900338,Web/CloudOps,2
-bitbrains_rnd/5T/short,Credence,1583829.069178179,1583829.069178179,119.75410507263618,119.75410507263618,1.6432523465160396,1.0642778200798646,0.6526269984224173,52.60856245988648,1258.5027092454663,5.149429799470652,0.48999922903598125,0.40117422401416386,Web/CloudOps,2
-bitbrains_rnd/5T/medium,Credence,2661676.643867556,2661676.643867556,191.70914324027754,191.70914324027754,4.388420485709358,2.126143836495376,0.7265995961416354,159.79294402692142,1631.4645702152272,6.864403118729712,0.8066180931982825,0.7392441131936254,Web/CloudOps,2
-bitbrains_fast_storage/5T/short,Credence,1584125.514225858,1584125.514225858,153.81169814644826,153.81169814644826,0.6797086451842964,1.9402938693640246,0.7305929533302803,13.27901284781038,1258.6204806159235,3.951757024078375,0.48293069109935455,0.3834838314310236,Web/CloudOps,2
-bitbrains_rnd/5T/long,Credence,2601235.93952657,2601235.93952657,192.63408900834602,192.63408900834602,3.314314874292069,2.180930377394704,0.6953672589385378,115.38980282967576,1612.834752703007,6.178406623419138,0.7379378013964702,0.6916969658437743,Web/CloudOps,2
-bitbrains_fast_storage/H/short,Credence,3455853.832133464,3455853.832133464,351.5712851839025,351.5712851839025,1.0135300721552434,4.280307864664333,0.5771279368595401,18.285717614805222,1858.9926928671516,5.298732994898757,1.0020923567966016,0.7365040793156743,Web/CloudOps,2
-bitbrains_fast_storage/5T/medium,Credence,3092077.0591349504,3092077.0591349504,305.3724750419639,305.3724750419639,0.982785470940544,4.76438113700308,0.8080981329653673,20.957243144873516,1758.430282705274,5.342596876048292,0.927805922837249,0.6860463744559588,Web/CloudOps,2
-bitbrains_fast_storage/5T/long,Credence,3979524.15212993,3979524.15212993,382.79015117880357,382.79015117880357,0.8960704218847759,5.079025463954972,0.8231851048126867,15.810022827829737,1994.8744702687259,5.2718576144049445,1.0116000797480518,0.7373601867620561,Web/CloudOps,2

results/Credence/config.json

@@ -1,10 +0,0 @@
-{
-    "model": "Credence",
-    "model_type": "agentic",
-    "model_dtype": "float32",
-    "org": "ContinualIST",
-    "model_link": "https://app.credence.continualist.ai",
-    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/Credence.ipynb",
-    "testdata_leakage": "No",
-    "replication_code_available": "Yes"
-}

results/DLinear/config.json

@@ -1,8 +1,5 @@
 {
     "model": "DLinear",
     "model_type": "deep-learning",
-    "model_dtype": "float32",
-    "org": "The Chinese University of Hong Kong",
-    "testdata_leakage": "No",
-    "replication_code_available": "No"
+    "model_dtype": "float32"
 }

results/DeOSAlphaTimeGPTPredictor-2025/all_results.csv

@@ -1,98 +0,0 @@
-dataset,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[mean],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,num_variates,model
-bitbrains_fast_storage/5T/long,4253620.759478553,3942542.6739726365,439.27634263683444,351.5178219117222,0.9039245531592373,4.6281072811839135,0.7718292500679558,16.66245616890376,2062.4307890152077,5.450388819032396,0.9289566546633562,0.6717524145217136,2.0,DeOSAlphaTimeGPTPredictor-2025
-bitbrains_fast_storage/5T/medium,3390856.937975832,2938339.3379816045,346.56688551014156,289.0369573141382,0.9944598806113677,4.2767788058971545,0.7593947512182156,21.183553172197,1841.4279616579663,5.594766748606289,0.8781741558533743,0.638447648013664,2.0,DeOSAlphaTimeGPTPredictor-2025
-bitbrains_fast_storage/5T/short,1551046.723143738,1551046.7231391892,199.03606752846943,152.61767237339856,0.6903232578959704,1.7680923118860032,0.6547266354607726,13.58432050068248,1245.4102629830356,3.910280264577749,0.4791817524275708,0.3799864694504142,2.0,DeOSAlphaTimeGPTPredictor-2025
-bitbrains_fast_storage/H/short,2863379.3530778517,2858801.8119597975,333.7310782677839,317.24704607234844,1.009603623087645,3.9762860880015842,0.483425179076808,19.185955232386707,1692.1522842455686,4.8231836388213525,0.9042571104362971,0.6829068010829976,2.0,DeOSAlphaTimeGPTPredictor-2025
-bitbrains_rnd/5T/long,2460772.825727656,2408570.118859373,222.0122219114635,181.69137884896642,3.3142125023001303,1.6193283618889214,0.6555396986648099,115.77886533466787,1568.6850626328842,6.009279106112113,0.6960187682159416,0.6315904645719728,2.0,DeOSAlphaTimeGPTPredictor-2025
-bitbrains_rnd/5T/medium,2208052.9063216285,2208052.9063216285,190.83315102306372,144.0089043382807,4.393525889829723,0.32305618616953297,0.6856240051864132,160.5133725802978,1485.9518519526853,6.252156934968296,0.6059187916090644,0.6035812787955468,2.0,DeOSAlphaTimeGPTPredictor-2025
-bitbrains_rnd/5T/short,1478593.9452985392,1478593.9452985392,132.24529301855372,117.6014834052782,1.6544388112624189,1.0387110630549943,0.5783237763109859,52.89403977264285,1215.9744838188562,4.975416577471558,0.48119131851919283,0.4043434461782052,2.0,DeOSAlphaTimeGPTPredictor-2025
-bitbrains_rnd/H/short,1783555.8804036537,1783555.8804030593,169.2135864729052,148.29365223143196,5.781759136287309,1.2192616701026289,0.5174088677310278,201.11955856694308,1335.4983640587698,5.8447943639973925,0.6490056059492009,0.6090687621404847,2.0,DeOSAlphaTimeGPTPredictor-2025
-bizitobs_application/10S/long,6242166.897780693,6242166.897779226,1548.4186111112454,1517.7727777779935,3.162220056910506,0.045887777540439344,0.04694717831083904,46.64809741595336,2498.432888388371,0.0963545699834774,0.05853442932772233,0.05183357021206572,2.0,DeOSAlphaTimeGPTPredictor-2025
-bizitobs_application/10S/medium,3158747.093364888,3158747.0933510866,1198.610625011638,990.344791669118,2.1551507567526325,0.030904585520496675,0.031468766530429126,17.109516540426156,1777.28644100005,0.06978880767152827,0.03888792520996555,0.032571434984432206,2.0,DeOSAlphaTimeGPTPredictor-2025
-bizitobs_application/10S/short,330682.1688930182,330682.1688917817,361.4938541675514,312.1507986122335,1.0240725901806635,0.014836207495836553,0.014869072172421302,6.584896618107508,575.049709931811,0.022177368772688753,0.012038408600073285,0.009465487395238809,2.0,DeOSAlphaTimeGPTPredictor-2025
-bizitobs_l2c/5T/long,71.76699466885863,71.76699466875343,5.1773234442847045,5.177323443727447,0.5177408840924764,0.4239388838612668,0.7123863777304614,3.4590991505986834,8.471540277229773,0.47566432159098626,0.2906989712528437,0.2303326741032111,7.0,DeOSAlphaTimeGPTPredictor-2025
-bizitobs_l2c/5T/medium,69.30413079386094,69.30413079318365,5.2389994305602565,5.238999430349592,0.5193918306440176,0.36818355182680057,0.6304700306495206,3.3012861138951686,8.324910257400804,0.43801271795643903,0.2756484224943615,0.21389099516999327,7.0,DeOSAlphaTimeGPTPredictor-2025
-bizitobs_l2c/5T/short,20.796484375013037,18.631319754529244,2.6896362304725394,2.5361993698875196,0.2639866333364688,0.14270905494991945,0.1653895500092193,2.013703845538512,4.5603162582229935,0.15661971907454936,0.08710335212225287,0.06955900884674134,7.0,DeOSAlphaTimeGPTPredictor-2025
-bizitobs_l2c/H/long,75.96023065504829,75.96023065499504,5.085054718630753,5.085054718514457,0.5469474777486598,0.5924043065248448,0.7568616594592258,4.614917158073707,8.715516660246815,0.532368912138001,0.31060981857856795,0.2475699455709395,7.0,DeOSAlphaTimeGPTPredictor-2025
-bizitobs_l2c/H/medium,66.89926990338093,66.89926990338093,4.662852550711636,4.662852550697028,0.4704569255579601,0.44389625158329654,0.7154494065515075,3.7467534570786833,8.179197387481215,0.4952628252993955,0.28234280441101617,0.2210817991528417,7.0,DeOSAlphaTimeGPTPredictor-2025
-bizitobs_l2c/H/short,47.7616451205187,47.761645120408474,4.527385651120547,4.257519918777629,0.4260981553127596,0.3789699883770351,0.508568173365855,2.722583522033143,6.910980040523201,0.37251952350997714,0.22949122731907196,0.17948148016365645,7.0,DeOSAlphaTimeGPTPredictor-2025
-bizitobs_service/10S/long,127076.42243398998,127076.42243395673,79.42200438184732,75.45964947091149,1.2985016180215645,0.08195709067054473,0.0787758091519217,16.251980995698705,356.47780075902193,0.26409015111112305,0.0559029207124086,0.05047527419900773,2.0,DeOSAlphaTimeGPTPredictor-2025
-bizitobs_service/10S/medium,5948.295238335104,5948.295238335104,46.433770927866526,28.979506448669007,0.9590529440287021,0.06441918751562445,0.05834050738632913,8.456956522343942,77.12519198215831,0.05804623694938459,0.021810659458517706,0.01769820600240515,2.0,DeOSAlphaTimeGPTPredictor-2025
-bizitobs_service/10S/short,1955.9106878539405,1955.9106878411258,19.65338293652902,17.747296627017594,0.7260925792297359,0.05836188099374469,0.04773929010625359,5.309902408325444,44.225679054730236,0.03276379690316555,0.013147764708106795,0.010208833214830786,2.0,DeOSAlphaTimeGPTPredictor-2025
-car_parts/M/short,1.3394600888639876,1.339460088862455,0.48362268995694985,0.45101323792316167,0.8384127237589359,0.7785075259297707,1.8298891156523993,15.399481758281741,1.1573504606919947,2.7752076832203385,1.0814834794035164,0.9328574448342613,1.0,DeOSAlphaTimeGPTPredictor-2025
-covid_deaths/D/short,358791.05764801614,358791.05764504505,136.35700757035056,101.76966635342906,33.916951071636554,0.08764320944666984,0.1400870630363708,590.762443172419,598.9917008170607,0.22537354246126404,0.03829133223363033,0.03181424860101123,1.0,DeOSAlphaTimeGPTPredictor-2025
-electricity/15T/long,316119.8529768915,301448.91936380346,59.71403826308797,59.02531437689754,0.9040155318285895,0.13831809860832778,0.12937102134746206,7.4223454570586895,562.2453672347042,0.8870110003711399,0.0931196672449461,0.07445031627374542,1.0,DeOSAlphaTimeGPTPredictor-2025
-electricity/15T/medium,245526.12763987406,240116.12032448663,54.79427162786796,54.38962232546216,0.8556548344189464,0.13165588285119179,0.1259242787334942,7.180637396708639,495.5059309835476,0.8538066156817281,0.09371879620841937,0.07522088522791406,1.0,DeOSAlphaTimeGPTPredictor-2025
-electricity/15T/short,144065.9828621229,143022.6599099412,56.85607637131312,55.702191019165014,1.0581410281030779,0.17361034036167078,0.16279361898283753,10.380229834802687,379.5602493177106,0.7481880832376662,0.10979999818978063,0.09087798759641126,1.0,DeOSAlphaTimeGPTPredictor-2025
-electricity/D/short,1180566865.841817,1180566865.841817,4251.209920750075,4179.36230630656,1.3763940062284636,0.4039522552728689,0.09069691375596056,11.162884282955497,34359.37813526037,0.5646387062966604,0.06868080239424007,0.05412539110984783,1.0,DeOSAlphaTimeGPTPredictor-2025
-electricity/H/long,6575584.818809653,6450800.09264038,279.8932897345126,253.54705105126112,1.144049401490494,0.29030430335502827,0.12943613493775744,9.290428822669746,2564.290314844288,1.011355341724897,0.09999888194206247,0.07976140872341046,1.0,DeOSAlphaTimeGPTPredictor-2025
-electricity/H/medium,4886055.97121122,4741568.389193524,247.566379951903,229.15208896412497,1.0456241708076948,0.21637195396034342,0.11974627945159859,8.665759305551648,2210.442483126128,0.8628085446907899,0.08944561186336435,0.0711945876650941,1.0,DeOSAlphaTimeGPTPredictor-2025
-electricity/H/short,1568839.2158561724,1497918.3992814068,172.59574973290387,165.51642595724473,0.9074777822981339,0.17948404936304313,0.1142611007151426,9.940571663832813,1252.5331196643751,0.5912850807302402,0.07813557322183602,0.06381346164497988,1.0,DeOSAlphaTimeGPTPredictor-2025
-electricity/W/short,29395794717.297134,29395794717.297134,23643.86088474908,23643.8608847633,1.3635557497399038,0.12850979827443412,0.08910185097979569,10.97984374034458,171452.01870287853,0.3911969310475399,0.05394748855225393,0.043553793142031824,1.0,DeOSAlphaTimeGPTPredictor-2025
-ett1/15T/long,8.09003766743483,8.09003766743483,1.5517131115533138,1.5517131115150467,1.0044400796193644,0.7146971268068739,0.3973296053447555,7.029236447420757,2.8442991522401893,0.5421262146796589,0.29575804456148486,0.22985128943962974,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett1/15T/medium,8.631577148460376,8.63157714845876,1.5448723493374275,1.5448723493317673,0.9899225182223955,0.6927709018820842,0.38790635971813475,6.820593503996374,2.937954585840273,0.5599770158530061,0.2944541798644596,0.22932511415299706,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett1/15T/short,4.44892694383327,4.448926943828179,1.0932999247596507,1.0595989408947368,0.6751031107377107,0.4559715139224807,0.2355906895230078,4.810845251378434,2.109247956934681,0.3987356616373223,0.20030830580102948,0.15642445108661351,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett1/D/short,42060.292063505185,42060.2920635174,136.30761408730785,136.93593439981436,1.6288935332389554,1.1616377573188807,0.46812579442597474,9.96362452226127,205.0860601394088,0.5386653397302716,0.35966677391246177,0.2761893641170094,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett1/H/long,141.5620205030697,141.5620205028619,7.220682715593782,7.001847201558025,1.3206593911042752,2267774406939.624,0.4673595933057494,8.727281281121034,11.897983883963683,0.5697686789590044,0.3353032975344297,0.25782678572961454,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett1/H/medium,134.41744326639196,134.41744326639196,6.66846458799428,6.668464587986121,1.2267932617041875,3293537138068.2505,0.43795205979120916,8.310043139788538,11.59385368487941,0.5553181702177943,0.3194036817966904,0.24767421232002307,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett1/H/short,98.04556412472718,98.04556412472718,4.89483836037888,4.894838360377725,0.815035338079106,0.4436365876883383,0.2578675769624287,5.611072639956796,9.901796005004705,0.46215733888299987,0.2284621365408063,0.17604642943593804,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett1/W/short,1001010.3571458799,1001010.3571440697,801.5694056920333,800.4866071428896,1.4441483369955501,0.5297911167173551,0.5109938894004435,7.739463438486893,1000.50505103463,0.3981248396100472,0.31853272679552225,0.23747014640347563,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett2/15T/long,11.056184779586244,10.850311259926812,2.093517097794991,2.0884621465775326,0.8656004641239669,0.1321820120883892,0.1587395852709635,6.754839937372683,3.3250841763158667,0.1771997458118978,0.11129792818176008,0.08914688430064874,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett2/15T/medium,10.991811126240052,10.991811126240052,2.0503414965936058,2.0503414965451054,0.8470324155417513,0.1298428251795036,0.15523655846015547,6.355190838004052,3.3153900413435333,0.17668312929670793,0.10926640522503395,0.08720802717142152,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett2/15T/short,7.498252650677291,7.49825265067168,1.7334863571895873,1.6455150785918775,0.7236933910825138,0.10645821528786173,0.12580321175712306,5.34133849425684,2.738293748062327,0.12999654557973084,0.07811845462805862,0.06281700151480411,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett2/D/short,101776.23492084746,101776.23492084631,222.04579613103235,190.62036210342978,1.2742572379270396,0.36247067527317184,0.1325021531847723,10.83025557818198,319.0238782925878,0.18258578270795806,0.10909706258040223,0.09198037762457413,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett2/H/long,220.84508928706228,220.8450892861193,10.071580997928558,9.100840153778526,1.0069646760456616,0.17777589995428214,0.1698159677011355,6.729109204325192,14.860857622862818,0.20350800738436536,0.12462900138210854,0.10067781931225084,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett2/H/medium,224.64012276830596,224.6401227680292,9.703669084846057,9.31343238467317,1.0031231116756554,0.16778200892113057,0.16325636364172338,6.568052130035229,14.987999291709976,0.2019729288774629,0.1255044906277177,0.10058578998485238,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett2/H/short,104.57532457625437,102.14484747031099,6.295174280803538,6.227093796505019,0.7202662092352479,0.11713471286859643,0.10737862814040787,5.2490319320498635,10.226207731913838,0.1296967593478573,0.0789768756263061,0.0627255436134226,7.0,DeOSAlphaTimeGPTPredictor-2025
-ett2/W/short,2954849.7142996034,2954849.7142996034,1509.4345703126253,1180.033621653956,0.7651932745008136,0.12030822890173286,0.12894910573984775,6.102820239970382,1718.9676303814142,0.14419503080905566,0.09898672983874489,0.0866468906016945,7.0,DeOSAlphaTimeGPTPredictor-2025
-hierarchical_sales/D/short,28.903637866889174,28.90363786688866,2.3195691869231267,2.284841844512912,0.73815801120245,0.6053563253408021,1.040062963515211,6.807029823013262,5.376210362968433,1.6493618014205191,0.70096417479952,0.5684473728224652,1.0,DeOSAlphaTimeGPTPredictor-2025
-hierarchical_sales/W/short,450.3789672856262,450.37896728560054,8.75041240759359,8.750412407570824,0.7124265352172441,0.513843610035865,0.4523889715388913,6.5038621563974255,21.222133900379156,0.9743185478841987,0.40173571377664136,0.3398582822825932,1.0,DeOSAlphaTimeGPTPredictor-2025
-hospital/M/short,2029.1258259692104,2029.1258259639478,16.61691487101014,16.61691487100847,0.7443310113747209,0.18992392595104704,0.1704683531786961,4.885548360577601,45.04581918411509,0.1635267839158291,0.06032325966484719,0.047892525894090154,1.0,DeOSAlphaTimeGPTPredictor-2025
-jena_weather/10T/long,1399.3250419990766,1391.2911375663787,10.08374880120996,9.595989376658023,0.6241920999878635,0.7801082080252444,0.5997969327573386,5.738901634589255,37.407553274694,0.22890322069325755,0.05871950443415084,0.0485058832880773,21.0,DeOSAlphaTimeGPTPredictor-2025
-jena_weather/10T/medium,1424.370786048148,1422.2240981241625,9.894016494093766,9.50355451840132,0.5942903710102938,0.7368490756510262,0.5936458308888161,5.373854923418483,37.74083711377018,0.23161487250073112,0.05832315161305223,0.04773714361323882,21.0,DeOSAlphaTimeGPTPredictor-2025
-jena_weather/10T/short,759.0725198415837,738.1843750006267,5.621278191378988,5.226546223960061,0.26343062958846103,0.33317428148237416,0.42951180463714606,2.260254301959869,27.551270748217473,0.17112792194342122,0.03246340259297783,0.02670504345286187,21.0,DeOSAlphaTimeGPTPredictor-2025
-jena_weather/D/short,349.4009920642669,349.4009920642669,9.827138264996151,9.243148561513651,0.9881361987712975,0.5806005900697853,0.44123424348380613,6.275877127672205,18.692270917795256,0.11255802202533859,0.05565886156613879,0.0443666263226294,21.0,DeOSAlphaTimeGPTPredictor-2025
-jena_weather/H/long,1341.0650793651917,1280.9198412716457,12.88958669244824,11.353404017860706,0.848679507700969,2.0154693480586623,0.5885197621266812,6.354005177440056,36.620555421309376,0.22049631648974094,0.06836007091529255,0.05511376635902902,21.0,DeOSAlphaTimeGPTPredictor-2025
-jena_weather/H/medium,1235.7421627018116,1235.7421626994706,10.663989451807481,9.99287574405354,0.7294967251342954,1.925273364391764,0.6012966534801629,5.798438377005324,35.153124508381005,0.21510820338219955,0.06114817894530063,0.04974594646115791,21.0,DeOSAlphaTimeGPTPredictor-2025
-jena_weather/H/short,1098.5380878806175,1082.2564745201207,8.411170702140346,8.233126762218854,0.5197023695631651,1.0454592079080458,0.5492415656834666,4.363655498655423,33.14420142167577,0.20317183962398788,0.050468537029991545,0.04081315116061153,21.0,DeOSAlphaTimeGPTPredictor-2025
-kdd_cup_2018/D/short,2890.3727641468035,2890.3727641468035,21.71406054872549,21.100617561010385,1.1915478125323853,0.5092614670607326,0.4641057599201362,9.098005629521849,53.762187122054506,1.2043300408538633,0.4726762241201443,0.3752128249284896,1.0,DeOSAlphaTimeGPTPredictor-2025
-kdd_cup_2018/H/long,4074.3718164320326,4074.3718164320326,24.97580497817963,23.73963270663827,1.0077571619741115,0.9440227702250731,0.6001084442617497,7.55887128427067,63.83080617093927,1.4977286463167236,0.5570277126463301,0.4398758686576078,1.0,DeOSAlphaTimeGPTPredictor-2025
-kdd_cup_2018/H/medium,5162.125594031812,5162.125594031708,26.337250565738664,25.19616223403388,1.0355005771671983,0.8758914582401748,0.5530126460117214,8.437830428368406,71.84793381880787,1.5039073774978038,0.5274013079340047,0.41900703788885973,1.0,DeOSAlphaTimeGPTPredictor-2025
-kdd_cup_2018/H/short,4248.6639332977975,4248.6639332977975,22.74372853721177,22.171244770032132,0.9326107374705869,0.8398279994767779,0.4925777727582769,7.385201784162187,65.18177608271931,1.3643726270235133,0.4640843083637569,0.3738848939158539,1.0,DeOSAlphaTimeGPTPredictor-2025
-loop_seattle/5T/long,77.11275533082305,76.26844627912176,5.218633842943717,5.069633642935327,0.8026927443962691,0.16191277474992558,0.11609966805172223,6.500225712019464,8.781386868303805,0.1552567255119691,0.08963215960482573,0.07164677523234288,1.0,DeOSAlphaTimeGPTPredictor-2025
-loop_seattle/5T/medium,65.28178691431181,65.04676438339199,4.869518228616982,4.741585256228038,0.7544920277888282,0.15321824238156487,0.10961362494289678,5.908934467465426,8.079714531733593,0.14375472415580481,0.08436254266079049,0.06722841412013317,1.0,DeOSAlphaTimeGPTPredictor-2025
-loop_seattle/5T/short,41.20642213777828,39.48958434118928,3.648289078751747,3.4821369308945482,0.5517518947080956,0.0935271301506315,0.07413102849721089,4.23630344005342,6.419222860890379,0.1100754998932326,0.059710962501675395,0.04733966464858467,1.0,DeOSAlphaTimeGPTPredictor-2025
-loop_seattle/D/short,16.954627838011934,16.954627838000278,2.8908717861120823,2.835673253677245,0.8626503798096022,0.05315495698690858,0.05225526162100914,6.65466072962664,4.117599766612992,0.07358701485678003,0.05067727357556304,0.040881989395174616,1.0,DeOSAlphaTimeGPTPredictor-2025
-loop_seattle/H/long,48.53299363638576,48.532993636225356,4.394733995439638,3.8958870829088723,0.8221961743620819,0.12143411915204987,0.09067764938361811,7.169324816436328,6.96656254090699,0.12450179950713408,0.06962471802278614,0.056986323021464655,1.0,DeOSAlphaTimeGPTPredictor-2025
-loop_seattle/H/medium,45.79930340631264,45.799303405866034,4.774017567088997,3.8346156637099957,0.7993525494125979,0.11227852237731702,0.08791354625238003,6.97529546938046,6.767518260502388,0.11961511420597191,0.06777639496411644,0.0553994187856082,1.0,DeOSAlphaTimeGPTPredictor-2025
-loop_seattle/H/short,39.99444752841507,39.99444752826104,4.075954878793375,3.5146181503346905,0.7249853379588023,0.10246250665834389,0.08120649798905903,6.584976470875178,6.324116343678411,0.11194329036198067,0.06221231532333908,0.05083510114255265,1.0,DeOSAlphaTimeGPTPredictor-2025
-m4_daily/D/short,355053.27898889576,355053.27898889576,182.77459687311375,171.29611643058774,3.2334241675245994,0.03667107287218712,0.030032586985326185,25.289477981404925,595.8634734474804,0.09204443968693242,0.02646051614169074,0.020984501292426423,1.0,DeOSAlphaTimeGPTPredictor-2025
-m4_hourly/H/short,524888.7468544954,524888.74685422,184.97413446058692,179.83831521745918,0.7026456829966296,0.08595879104794038,0.07853409403197069,5.450904856636703,724.4920612775932,0.09890916765274817,0.02455189954746391,0.01993858655807464,1.0,DeOSAlphaTimeGPTPredictor-2025
-m4_monthly/M/short,1816001.8201495733,1795522.5163709847,555.0341335723622,545.869526475876,0.9049255926322908,0.15686037505119715,0.12877609934631393,7.460456798739623,1347.5911175685148,0.2800756976842591,0.11345042756601133,0.09030605030825117,1.0,DeOSAlphaTimeGPTPredictor-2025
-m4_quarterly/Q/short,1734981.6866695217,1702830.7906676312,561.5495734305604,540.9206061199349,1.1325982000962613,0.1098312443097516,0.09820457299554819,8.751259652718709,1317.1870355684082,0.22047391484416878,0.09054058416212608,0.0722018678624429,1.0,DeOSAlphaTimeGPTPredictor-2025
-m4_weekly/W/short,230569.2575534201,230569.25755338106,249.35544133878093,249.35544133852406,1.9898576085037938,0.06014517029480914,0.0600645180966819,13.669943895790501,480.1762775829464,0.08748067109185284,0.04542869435054725,0.0366340884948834,1.0,DeOSAlphaTimeGPTPredictor-2025
-m4_yearly/A/short,3295300.592534206,3295300.592514397,818.0042513815904,818.0042513817816,2.9572461143373148,0.15779903586010974,0.1351394788916291,29.207010380936264,1815.2962823002936,0.2910911720716508,0.13117077284628423,0.10693787298370853,1.0,DeOSAlphaTimeGPTPredictor-2025
-m_dense/D/short,7833.570370414966,7833.57037038976,46.134473379651375,43.863246527787545,0.6614871883282976,0.1220631525197228,0.09669913963035626,7.499356335145696,88.50745940548192,0.1532195041991084,0.07593376796368202,0.06262679111641507,1.0,DeOSAlphaTimeGPTPredictor-2025
-m_dense/H/long,33158.79901238634,33158.799012367665,84.81094425300059,77.57057098768628,0.6618874921210435,0.26586954123966955,0.1891220281153741,7.102992215281159,182.09557658654404,0.31523436169235014,0.1342861253952138,0.11246622901632454,1.0,DeOSAlphaTimeGPTPredictor-2025
-m_dense/H/medium,34187.495555574875,33244.25777780607,79.91017849436965,76.3162673611413,0.6623563249696179,0.25951886451188766,0.18574232313378589,7.239070196011131,184.89860885245943,0.3217002199460585,0.13278066367244493,0.11056874143264282,1.0,DeOSAlphaTimeGPTPredictor-2025
-m_dense/H/short,43336.59111112981,43336.59111112981,89.82139122857336,86.36722222228076,0.7687776769784612,0.28625055021444,0.20635660807296174,8.007660876804296,208.17442472871093,0.3692495557269625,0.15319393088996813,0.12771561532765952,1.0,DeOSAlphaTimeGPTPredictor-2025
-restaurant/D/short,137.62853740546763,137.62853740546763,7.08888314888116,7.0695383277301,0.6778660814216722,0.636700599637461,0.3906647666246966,4.6051194352411695,11.731518972642347,0.539911684777353,0.3253565337978677,0.25477450749931735,1.0,DeOSAlphaTimeGPTPredictor-2025
-saugeen/D/short,1065.7159375007227,1065.7159375007227,12.316854858417477,12.220719401044551,2.7150354225147337,0.2735478464762931,0.31319437662768135,28.1984425287095,32.645304984035896,1.0573892206161633,0.3958320131746541,0.3288654873311478,1.0,DeOSAlphaTimeGPTPredictor-2025
-saugeen/M/short,392.646484375755,392.64648437546776,12.768525623144779,12.19125075568336,0.7143579153981151,0.3479558172680732,0.35563718704952724,4.6935604167640115,19.815309343427955,0.5949150318609729,0.36601792109533543,0.2932331336151843,1.0,DeOSAlphaTimeGPTPredictor-2025
-saugeen/W/short,907.9439239506402,907.9439239506402,14.385106277487498,14.385106277467237,1.1671291864276832,0.3630518913279545,0.3851867675783005,10.389655591437212,30.132107857742685,0.9095627312968267,0.4342263945655614,0.350148571341534,1.0,DeOSAlphaTimeGPTPredictor-2025
-solar/10T/long,18.80319181692724,18.40688726050459,1.9477469072527454,1.8709905892013798,0.8186809213712213,2.9404132683492583,1.357354144357515,5.328555160231914,4.336264730955335,0.9372142615093426,0.4043846426232464,0.3194498740412499,1.0,DeOSAlphaTimeGPTPredictor-2025
-solar/10T/medium,20.173338310120435,19.571514529436325,2.0579187169032864,1.9093761232309583,0.8357536449135131,3.5471902003901987,1.353209077155651,5.089605269381387,4.491473957413131,0.996675870088541,0.4236981282740315,0.33173821039407747,1.0,DeOSAlphaTimeGPTPredictor-2025
-solar/10T/short,23.815074714672978,23.815074714645778,2.34341084974562,2.308319195750749,1.0192779366614757,5.411258468967385,1.3197214159816126,5.1465064215440615,4.8800691301119326,1.4196115690617732,0.6714898040684493,0.5199798844919598,1.0,DeOSAlphaTimeGPTPredictor-2025
-solar/D/short,123798.74148431614,123798.74148431614,254.33213104494772,245.21808090040446,0.9561017212942808,1.065309401092407,0.4182334435828432,4.664311463399523,351.85045329559404,0.5083040848438055,0.35425660454976826,0.2727292479834795,1.0,DeOSAlphaTimeGPTPredictor-2025
-solar/H/long,652.854014599495,652.854014599495,12.366314554213716,10.864412256727627,0.825937782884831,4.459468810961277,1.1941705061079826,4.811222981051886,25.551008093605304,0.8859000159943209,0.3766889727694429,0.28654990965068294,1.0,DeOSAlphaTimeGPTPredictor-2025
-solar/H/medium,603.5896593693805,603.5896593693805,11.445277230464601,10.270328657259938,0.7835878401920398,3.6642062038055583,1.1759299482537997,4.404438154667622,24.56806177477843,0.8849989272643313,0.36996120929890386,0.2850024227849284,1.0,DeOSAlphaTimeGPTPredictor-2025
-solar/H/short,588.2543779630774,588.2543779630774,11.064874813919044,9.665173997984033,0.7440553016398815,3.522677695682349,1.2377798262678776,4.103001319256935,24.253955923993832,0.8940089179939837,0.3562615424568007,0.27294675614942343,1.0,DeOSAlphaTimeGPTPredictor-2025
-solar/W/short,955186.6131531405,955186.6131531405,768.0469177725836,768.0469177746065,0.8387951669406846,0.16764145785131884,0.1530267008909601,4.4762029580493845,977.3364892152906,0.19949880510028145,0.15677757256358346,0.12235764216103137,1.0,DeOSAlphaTimeGPTPredictor-2025
-sz_taxi/15T/long,15.600195868953676,15.579733128561866,2.8021362826776994,2.698012375356528,0.5089470465511851,6334988927385.851,0.3988973677328475,3.8112374490563576,3.9497083270734805,0.36557796707054574,0.2497232194471518,0.1980404579291058,1.0,DeOSAlphaTimeGPTPredictor-2025
-sz_taxi/15T/medium,16.40649205395576,16.32286992521618,2.8214082375670047,2.7555689102566867,0.53719561770002,9524933370965.082,0.4061782967331419,3.8232887519052947,4.0504928161837,0.3769659653609456,0.25645168168751875,0.2022432887641494,1.0,DeOSAlphaTimeGPTPredictor-2025
-sz_taxi/15T/short,16.610637138470764,16.610637138469496,2.7577188600126092,2.719239305955147,0.5426127994831207,1026926057730.3031,0.3924660828233243,3.8603915702596523,4.075614939916522,0.38108742756532993,0.25426050481162676,0.1997074672454658,1.0,DeOSAlphaTimeGPTPredictor-2025
-sz_taxi/H/short,7.158167651578888,7.158167651576342,1.8844109478170346,1.8444965069111492,0.5624451478519223,1.0607816256024378,0.29524866739909483,3.942628190398139,2.6754752197654303,0.24923702677849716,0.17182623179973372,0.1352493850038147,1.0,DeOSAlphaTimeGPTPredictor-2025
-temperature_rain/D/short,180.44707241609044,180.44707241607912,5.7659389208737295,5.735549409489232,1.327752004679803,19.735320254678147,1.4632016736177644,18.911672832050773,13.433058937415923,1.5814261953054163,0.6752258011518504,0.5471146718345656,1.0,DeOSAlphaTimeGPTPredictor-2025
-us_births/D/short,157681.28000103257,157681.28000104247,269.4766666670808,232.98156250108607,0.34298029573050015,0.02253959973663114,0.022174895604550025,3.6081882000133683,397.0910223122422,0.03722406113398077,0.02184013094814161,0.018176382837941485,1.0,DeOSAlphaTimeGPTPredictor-2025
-us_births/M/short,41875856.00003636,41875856.00003636,5445.316406257483,5335.279947918206,0.6016601079779709,0.016455836594109513,0.016646799941862193,3.4488602977103437,6471.155692767414,0.020099365461953362,0.016571343142754772,0.01243337653612138,1.0,DeOSAlphaTimeGPTPredictor-2025
-us_births/W/short,2057186.5714337921,2057186.5714337921,1119.4234793532196,1119.423479353628,1.0174865839357723,0.015180262071758228,0.015214066420294317,6.411477597879721,1434.2895702868673,0.019470340278204105,0.015196063967799083,0.011881630832069218,1.0,DeOSAlphaTimeGPTPredictor-2025

results/DeOSAlphaTimeGPTPredictor-2025/config.json

@@ -1,10 +0,0 @@
-{
-    "model": "DeOSAlphaTimeGPTPredictor-2025",
-    "model_type": "zero-shot",
-    "model_dtype": "float32",
-    "model_link": "https://huggingface.co/vencortexio/DeOSAlphaTimeGPTPredictor-2025",
-    "org": "vencortex®",
-    "testdata_leakage": "No",
-    "replication_code_available": "No"
-
-}

results/FFM/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-m4_yearly/A/short,FFM,8903325.654779235,8903325.654779235,1521.842824846526,6.026356387392948,0.24435385771160803,0.26451350037941007,56.324858941119004,2983.844106983345,0.4784732308379391,0.2440345497701022,0.20076095840073002,Econ/Fin,1
-electricity/W/short,FFM,187037308362.7029,187037308362.7029,46409.90172579654,1.8805847993835016,0.26979581169214834,0.11477051486873681,14.212165553355,432478.1015990323,0.9867723259745242,0.10589208217685121,0.08150800038476508,Energy,1
-ett1/W/short,FFM,1337116.8064313617,1337116.8064313617,880.9140491485596,1.5126805821746863,0.7932343049240964,0.5277601581599031,9.280081076424592,1156.3376697277322,0.46013436594431056,0.35053673167271937,0.27395368727129027,Energy,7
-ett2/W/short,FFM,4735916.554199219,4735916.554199219,1583.3739852905273,1.095557593006039,0.17350879737309047,0.20438712356345995,9.355843282627584,2176.2161092591928,0.18255114837938483,0.13282078838540698,0.10591533324066518,Energy,7
-hierarchical_sales/W/short,FFM,486.21555258990344,486.21555258990344,9.306594112540706,0.7626060525804392,0.5381990211924879,0.4831804400467772,6.964157097654858,22.05029597510889,1.0123398738192417,0.4272702879005156,0.3596575849769412,Sales,1
-m4_quarterly/Q/short,FFM,1997384.7285338554,1997384.7285338554,637.6570988175074,1.4710379100983204,0.12477054152782754,0.1155058610541552,11.852726702112408,1413.288621808672,0.23655962790037938,0.10673256948128601,0.08570863061323504,Econ/Fin,1
-saugeen/W/short,FFM,1256.465722322464,1256.465722322464,16.833587718009948,1.3657479177262961,0.42489904463291167,0.4399150416254997,11.702472652822255,35.44666024215066,1.0699869111248752,0.5081358413598819,0.4095872044176101,Nature,1
-solar/W/short,FFM,4412870.5239507295,4412870.5239507295,1732.167406068231,1.925741705345728,0.40095363339803514,0.31448185433001413,7.532298697365111,2100.6833469018434,0.4288019717486064,0.35357865820956236,0.24630574082454176,Energy,1
-us_births/W/short,FFM,4752528.200892857,4752528.200892857,1550.942103794643,1.4098151092165498,0.020696418892060007,0.020940262890819992,10.743096251854045,2180.029403676211,0.029593685393373464,0.021053886982275057,0.017220055039796817,Healthcare,1
-car_parts/M/short,FFM,1.3620483124344471,1.3620483124344471,0.5065986595164934,0.9103871668813626,0.7734574487545944,1.8572054449995945,15.798228900968143,1.1670682552594973,2.798509957737571,1.2147716184073418,1.052012640208941,Sales,1
-hospital/M/short,FFM,2989.3365553715394,2989.3365553715394,18.676233340325123,0.7790385271832528,0.19704455572274757,0.176953577045926,5.184764416093549,54.674825608972355,0.1984823132297911,0.06779906391139473,0.05341921431843045,Healthcare,1
-saugeen/M/short,FFM,475.42613583519346,475.42613583519346,13.553694770449685,0.7940762812593081,0.3633029205458505,0.3748179276784261,5.009784342747583,21.804268752590477,0.6546295173041806,0.4069225510813588,0.3171531672880446,Nature,1
-us_births/M/short,FFM,34769641.333333336,34769641.333333336,4617.528645833333,0.5245094141501722,0.014076686464250088,0.014172534147898356,4.152179717787372,5896.578782084857,0.01831473349478932,0.014342012492045746,0.011598779272062472,Healthcare,1
-m4_weekly/W/short,FFM,351903.4098372115,351903.4098372115,294.6991564838744,2.414611834147162,0.0699703792991719,0.07113597225114457,18.979276229352518,593.2144720395917,0.10807447722116773,0.05368961610968277,0.04325778099369191,Econ/Fin,1
-m4_daily/D/short,FFM,339794.8624749177,339794.8624749177,176.0174868925099,3.3741438001904362,0.04058859636763184,0.03166203879116062,27.40230870692873,582.9192589672413,0.0900449156774763,0.02718983722218732,0.02163566596158682,Econ/Fin,1
-m4_monthly/M/short,FFM,1992971.5945184445,1992971.5945184445,595.6411925169626,1.0091579856600952,0.17149350445610967,0.14050318781160037,8.532769963210017,1411.726458815037,0.2934052223067547,0.12379468799656276,0.09916274632836239,Econ/Fin,1
-covid_deaths/D/short,FFM,1937968.876722612,1937968.876722612,229.19435108078633,46.904010885616515,0.13114590968409565,0.4166446893615998,1206.7106463083994,1392.1095060097148,0.5237879517236514,0.08623548591614802,0.07826842323579895,Healthcare,1
-electricity/D/short,FFM,2366175411.860256,2366175411.860256,5292.63182259472,1.6054804854258216,0.5776496655848486,0.10767028554226901,13.33796867416281,48643.34910201246,0.7993717751449078,0.08697551820174601,0.06822454041262206,Energy,1
-ett1/D/short,FFM,39894.15685686384,39894.15685686384,134.0275868733724,1.6736078025323005,1.310252400806972,0.46792196281372556,10.186714117926616,199.73521686689065,0.5246111921427492,0.35202791592087634,0.27358389505076636,Energy,7
-ett2/D/short,FFM,112809.3660063244,112809.3660063244,206.618015640501,1.3815428403227308,0.43983696576148745,0.146943105591668,12.215874723483559,335.87105562451256,0.19222785562260086,0.11825293491194133,0.09746656616685791,Energy,7
-hierarchical_sales/D/short,FFM,28.91550464157528,28.91550464157528,2.3041974784027897,0.7483529487185092,0.6160227059355408,1.0324880588542533,7.1696378830110135,5.37731388720942,1.6497003504368586,0.7069022689262194,0.5758409194279211,Sales,1
-jena_weather/D/short,FFM,385.42164064675427,385.42164064675427,10.325465324556543,1.3536151491401143,0.8102246873244618,0.4691723734613449,8.97650500032507,19.632158328791927,0.11821767892396508,0.062176176660555374,0.053429336148115555,Nature,21
-kdd_cup_2018/D/short,FFM,2921.8721580590504,2921.8721580590504,21.203871572070778,1.1938691555283396,0.499401752662925,0.4655215198811845,9.003399367502311,54.05434448829299,1.2108747106168427,0.4749892371620306,0.3711647520266537,Nature,1
-loop_seattle/D/short,FFM,20.569189475170724,20.569189475170724,3.2242180598901644,0.9696327838947865,0.059578336421611755,0.059269362621939714,7.105965597784465,4.5353268322327915,0.08105234874854864,0.05762108361723748,0.045740786654947935,Transport,1
-m_dense/D/short,FFM,9748.717210015191,9748.717210015191,49.10663908781829,0.7403552881165397,0.13535597312883416,0.10639983859327104,7.767380897349011,98.73559241740129,0.1709259155557126,0.0850108561709504,0.07245215492838857,Transport,1
-restaurant/D/short,FFM,157.8624317858264,157.8624317858264,7.683618248856189,0.7294316943214855,0.7358042028333956,0.41465949761975524,4.849040559841046,12.564331728580967,0.578239657413416,0.3536179145769713,0.2759202630807392,Sales,1
-saugeen/D/short,FFM,1323.2915472157797,1323.2915472157797,14.209435221354166,3.1562061215585904,0.36287815650304156,0.3738298479715983,46.073959098858914,36.37707447302188,1.178262092109868,0.46024698561257327,0.3976597760943255,Nature,1
-solar/D/short,FFM,171558.94199741483,171558.94199741483,269.10841558971543,1.0520004141694028,1.2616755711771277,0.4315916088665779,5.9268831618636435,414.19674310334074,0.5983732386929068,0.3887700154024606,0.3184198145879067,Energy,1
-temperature_rain/D/short,FFM,180.9158579841163,180.9158579841163,5.978583749759163,1.3934424077537544,38.301636306732334,1.4943918377270062,19.866697225636518,13.450496570168564,1.5834790660586977,0.7038373760429651,0.567642007080697,Nature,1
-us_births/D/short,FFM,335847.93416666664,335847.93416666664,443.1394807942708,0.6524744239529675,0.04231023281812668,0.04192886193593343,4.442829945415574,579.5238857602563,0.05432566172493097,0.04154073045498288,0.0320536207323296,Healthcare,1
-bitbrains_fast_storage/5T/short,FFM,1925980.3702073216,1925980.3702073216,184.39015867073712,0.9326270084326382,2.662725566418194,0.7633623864099987,15.351325345592338,1387.796948478891,4.357339202703256,0.5789394967681019,0.463407358503358,Web/CloudOps,2
-bitbrains_fast_storage/H/short,FFM,2365267.504241499,2365267.504241499,301.02721263096237,1.0932375246120125,4.531720553714175,0.593986588728926,20.17899867093467,1537.9426205946368,4.383636059788031,0.8580253428156845,0.6375167879850012,Web/CloudOps,2
-bitbrains_rnd/5T/short,FFM,1644012.0709018894,1644012.0709018894,130.77018991149436,1.8563746879976826,1.2329744799900078,0.7149251344516805,55.422971186533864,1282.1903411357805,5.246352753071329,0.5350738684040487,0.44642554010248897,Web/CloudOps,2
-bitbrains_rnd/H/short,FFM,1868346.0325005893,1868346.0325005893,187.8276843285316,5.97410615222248,2.756648021321376,0.6346152037646346,204.11090011373895,1366.8745489256098,5.982111853654963,0.8220258528841933,0.6828458044182137,Web/CloudOps,2
-bizitobs_l2c/5T/short,FFM,48.37379949078674,48.37379949078674,4.425946377288728,0.44041353182042,0.2033397270518167,0.27119293968592373,3.9935704181152567,6.955127568261185,0.23886722562384824,0.15200490882832055,0.12284941854218998,Web/CloudOps,7
-bizitobs_l2c/H/short,FFM,138.13516845778813,138.13516845778813,7.510476562711927,0.7503251404968043,0.7627360160402257,0.8074236032035615,4.508258048748346,11.753091868005972,0.6335218036314787,0.4048339544672052,0.31209505203205196,Web/CloudOps,7
-electricity/15T/short,FFM,998119.7611286793,998119.7611286793,176.89841116941727,3.129958320567258,0.5450151336240092,0.37836765184478316,19.95403234443766,999.0594382361238,1.9693431067801377,0.3487016420683808,0.27715969582974587,Energy,1
-electricity/H/short,FFM,8034799.087615832,8034799.087615832,449.27749829477017,2.2099201640798336,0.38483740953869605,0.24904051768652222,17.05502340411815,2834.572117201436,1.3381204757955754,0.2120910652208045,0.17122420663674814,Energy,1
-ett1/15T/short,FFM,18.127773022846807,18.127773022846807,2.6398723631387666,1.653777378196805,0.6909139367212065,0.4833555943909146,11.58652802175894,4.257672254042907,0.8048772486032805,0.49904574084803616,0.3960202957496257,Energy,7
-ett1/H/short,FFM,231.41552172416732,231.41552172416732,7.806424689860571,1.2160256044835422,0.7670988934025877,0.35362169689365797,9.373713637383625,15.21234767299799,0.7100225022661327,0.36435777772061534,0.2935843919706979,Energy,7
-ett2/15T/short,FFM,18.942287952204545,18.942287952204545,3.03341216586885,1.5530101743371663,0.2101785426979617,0.2536662155851012,13.80374205035556,4.352273882949526,0.20661792937421952,0.14400687031801324,0.11748823018646072,Energy,7
-ett2/H/short,FFM,185.27654113769532,185.27654113769532,8.772275366101946,1.0106281542260591,0.16425984144601724,0.1439041348085517,7.098187045581009,13.611632566951524,0.1726333659470811,0.11125685446003822,0.0877765442545518,Energy,7
-jena_weather/10T/short,FFM,1682.1913129023262,1682.1913129023262,15.512732299597609,0.8951834347663801,1.6317469102559847,0.7062022846768654,7.4615603297121,41.014525633028185,0.254751619597487,0.09635351419308769,0.07636469236496916,Nature,21
-jena_weather/H/short,FFM,1205.8485611425901,1205.8485611425901,10.854233035906148,0.6232310056510915,7.937455786068072,0.6285532575688864,5.11805917980683,34.72533025246254,0.2128640528222397,0.06653575408793062,0.05452517024124796,Nature,21
-kdd_cup_2018/H/short,FFM,4374.709375475365,4374.709375475365,23.31149707793361,0.9735486174317145,0.975063750697791,0.5117546737833404,7.922238751356478,66.14158582522319,1.3844631793623465,0.487951852946113,0.3900756783894771,Nature,1
-loop_seattle/5T/short,FFM,90.67872247120175,90.67872247120175,6.2121768834298114,0.9604270961401266,0.17998532640456508,0.12432782591750194,8.984265513845916,9.522537606709765,0.16329049623280067,0.10652511839558697,0.08617347979886263,Transport,1
-loop_seattle/H/short,FFM,76.41736778088392,76.41736778088392,5.56559141234788,1.1184708557691394,0.1660041760566858,0.12339684244156868,9.31555842335957,8.74170279641695,0.1547370301764054,0.09851662843937072,0.07876411594456545,Transport,1
-m4_hourly/H/short,FFM,2169159.1112414515,2169159.1112414515,309.27451736378015,1.3621265265448046,0.1368417498999052,0.1092942845992648,10.87614107270496,1472.8065423678195,0.20107062453056862,0.04222280290644927,0.03243002062523019,Econ/Fin,1
-m_dense/H/short,FFM,137506.30608747693,137506.30608747693,199.20132395850288,1.5863930115142315,0.721875311864336,0.4383265476591057,11.585364846393796,370.81842738391106,0.6577395509506928,0.3533335446504133,0.2836598322388975,Transport,1
-solar/10T/short,FFM,33.76773212994392,33.76773212994392,4.066903168325586,1.8083853981916684,5.752847406730299,1.5793279518248682,13.482172940232473,5.811000957661591,1.6904195359756449,1.1830616819284265,0.9498005857350587,Energy,1
-solar/H/short,FFM,759.1029981651507,759.1029981651507,15.460827829468677,1.1951937423231926,5.885568878113821,1.4285997437643079,8.894619757555327,27.551823862770878,1.0155694036007659,0.5698912629578828,0.4479010898221619,Energy,1
-sz_taxi/15T/short,FFM,17.524045977752852,17.524045977752852,2.8229738650650185,0.5634309962355036,1122747846603.6555,0.4090973759827378,4.1274890467335315,4.186173190128766,0.3914251091269081,0.2639601380566616,0.20849808909741915,Transport,1
-sz_taxi/H/short,FFM,7.486033306353622,7.486033306353622,1.8895230014354756,0.5763611510668891,1.0675545343731203,0.30029287536302185,4.274431671813202,2.7360616415486003,0.254881027345567,0.1760207286581334,0.13985266478592145,Transport,1
-bizitobs_application/10S/short,FFM,4290054.275219238,4290054.275219238,907.4960084512498,3.1094718662659244,0.04566837741269006,0.0453676947289043,22.076382201598303,2071.2446198407465,0.07987963052738864,0.03499849567055938,0.0271495273155525,Web/CloudOps,2
-bizitobs_service/10S/short,FFM,18621.45959861812,18621.45959861812,44.804353199820355,1.7272001860040211,0.2580500524017526,0.10380233414481005,11.466363434066375,136.46046899603607,0.10109428020831218,0.03319249794654011,0.02587570749644841,Web/CloudOps,2
-bitbrains_fast_storage/5T/medium,FFM,3249376.7462154776,3249376.7462154776,361.32921818580763,1.2161009897283157,6.205909436942313,0.8258723387207225,23.085401247059746,1802.60276994558,5.476805068392319,1.0978179588495853,0.7909914275998953,Web/CloudOps,2
-bitbrains_rnd/5T/medium,FFM,2238198.9023383656,2238198.9023383656,168.1930228162108,4.681356695216211,1.22870926405452,0.7910235379491989,163.25777915043963,1496.0611292117596,6.294691803085119,0.7076737851047087,0.6606272411448033,Web/CloudOps,2
-bizitobs_l2c/5T/medium,FFM,169.8443991978963,169.8443991978963,8.689821378227805,0.8149402153973799,0.4533944651206525,0.8029959153155891,7.876875941352694,13.032436426006317,0.6856978257589569,0.4572124068369977,0.37957433706965676,Web/CloudOps,7
-bizitobs_l2c/H/medium,FFM,122.29606686546688,122.29606686546688,7.358589099702381,0.7456420927931457,0.7041552198468384,0.8555460793631418,5.8174869889890735,11.05875521319949,0.6696244416477167,0.445573757824193,0.36463757493077753,Web/CloudOps,7
-electricity/15T/medium,FFM,507317.997731206,507317.997731206,89.92236823334565,1.4808995001872334,0.23185427811836218,0.21118746790732887,10.827981782686521,712.2625904336167,1.227300159140256,0.15494529450980563,0.12413131869575235,Energy,1
-electricity/H/medium,FFM,28029615.71998818,28029615.71998818,544.8627081346941,2.174867765901625,0.5053658946317727,0.2439922618188031,16.71953524379721,5294.300305043923,2.066539848143402,0.21267786737653374,0.17280103268723068,Energy,1
-ett1/15T/medium,FFM,19.85721762536064,19.85721762536064,2.2906231936197434,1.376162914295835,0.8336200321637157,0.4836621634165446,8.706930367953362,4.456143806629297,0.8493453670013891,0.4365950205988723,0.33765733719602115,Energy,7
-ett1/H/medium,FFM,584.0368293012891,584.0368293012891,13.878229338782175,2.1104927121975967,9945979851991.016,0.5688434101286388,19.137189233981605,24.166853938841296,1.1575350702271765,0.6647343180436466,0.5464801119917947,Energy,7
-ett2/15T/medium,FFM,20.98671334826757,20.98671334826757,3.160663490598164,1.46333640836688,0.2212280883555348,0.2443356532142276,10.405834927466259,4.581125773024309,0.24413647193215815,0.1684374696942688,0.12777534577395555,Energy,7
-ett2/H/medium,FFM,656.096297055199,656.096297055199,18.704188728332518,2.405299738261849,0.3627549968528361,0.37825115947496324,13.898897895061918,25.614376764918543,0.3451701701687809,0.2520509503502675,0.1990072281921189,Energy,7
-jena_weather/10T/medium,FFM,1926.374128825796,1926.374128825796,14.208390945376772,0.7036384464289958,1.9747424047383977,0.6784715467136659,6.999450482410453,43.89047879467478,0.2693551222083168,0.08719665368380178,0.07144563597917303,Nature,21
-jena_weather/H/medium,FFM,1800.3404606132488,1800.3404606132488,15.924051587815796,0.8785873572684332,9.325166498643796,0.6790451551240588,6.895490458023387,42.43041904828715,0.2596392529331903,0.09744209344774263,0.08188831994943238,Nature,21
-kdd_cup_2018/H/medium,FFM,4974.846994237112,4974.846994237112,26.16719571156635,1.1120831005939529,1.337844628049038,0.5712933336672651,8.92025803073768,70.53259526089418,1.4763749589217015,0.5477267971050995,0.43590724995081154,Nature,1
-loop_seattle/5T/medium,FFM,115.42348564356597,115.42348564356597,6.426456309024272,1.003943562886726,0.25120724739581807,0.14261178360204332,7.679238503852029,10.743532270327389,0.19114951532209784,0.11433986307291034,0.0903485393507555,Transport,1
-loop_seattle/H/medium,FFM,83.21965811407603,83.21965811407603,5.719363556656183,1.1675833832381963,0.1757784340588301,0.1257715514908142,9.489892579410606,9.122480918811288,0.16123883143557477,0.10108911212177372,0.0807171356372815,Transport,1
-m_dense/H/medium,FFM,240915.42568549264,240915.42568549264,275.0003300476074,2.095950817120103,1.3317939923637112,0.5626516660054525,16.543627957556797,490.8313617582852,0.8539845898355463,0.4784658486757375,0.3910936733211742,Transport,1
-solar/10T/medium,FFM,37.41426938412807,37.41426938412807,3.88470965682656,1.7033299800969257,3.0663892572628018,1.5418579955460672,9.94247905875921,6.116720476213382,1.3573245818324349,0.8620325108851009,0.6579120639654515,Energy,1
-solar/H/medium,FFM,983.5601470427501,983.5601470427501,13.690905777497303,1.0455738702578845,7.071313426499879,1.4143191943203446,12.413647471955263,31.361762498985133,1.1297238834720922,0.49317838063805464,0.42557155311202866,Energy,1
-sz_taxi/15T/medium,FFM,17.817374883961474,17.817374883961474,2.9159937226874195,0.5682958840161885,12711415608987.596,0.41826856875012064,4.470808963040199,4.221063240933672,0.39284038111829417,0.2713818817615482,0.21855963250478558,Transport,1
-bizitobs_application/10S/medium,FFM,17323808.556267902,17323808.556267902,1840.92953125,5.4143932837938324,0.07837244828542074,0.07596422831217448,34.86971033605848,4162.1879530203705,0.16343687478105956,0.07228788624533995,0.060193281483599925,Web/CloudOps,2
-bizitobs_service/10S/medium,FFM,97700.40386644426,97700.40386644426,98.65642349336828,2.9584254775977197,0.291520272722793,0.148381351935012,17.93502578177396,312.57063820270173,0.23524801386105512,0.074251144684931,0.06136236817418266,Web/CloudOps,2
-bitbrains_fast_storage/5T/long,FFM,3901222.4296035883,3901222.4296035883,400.8393293930655,1.1014988906899956,5.350570186340807,0.834311535384054,17.599881681366256,1975.1512422099702,5.219735002019173,1.0592986669101137,0.7691787082924886,Web/CloudOps,2
-bitbrains_rnd/5T/long,FFM,2266322.6068212753,2266322.6068212753,186.5880843397865,3.575875218295355,2.1594129610135386,0.765453309302522,118.73072905929484,1505.4310368865374,5.7669671727542635,0.7147769182705863,0.6258167438851238,Web/CloudOps,2
-bizitobs_l2c/5T/long,FFM,188.33929817018054,188.33929817018054,9.587026627555726,0.9017646722802146,0.620701139708539,0.935032177576943,6.960276639937921,13.723676554414292,0.7705639241120555,0.5382972142636155,0.43215523166732117,Web/CloudOps,7
-bizitobs_l2c/H/long,FFM,136.3912622845362,136.3912622845362,8.372255936879961,0.85197018076168,1.121070377788256,0.8392989567347935,7.07992271745898,11.678666973783274,0.713366715018113,0.5114015776278429,0.4074497610384762,Web/CloudOps,7
-electricity/15T/long,FFM,915689.1485853452,915689.1485853452,105.1431972690502,1.5786287304181277,0.24462121896393357,0.2184506975353301,11.585968387422673,956.916479419884,1.5096530760229208,0.16587628554200876,0.1329953217762604,Energy,1
-electricity/H/long,FFM,31657501.822802987,31657501.822802987,617.9180436998888,2.556276400671459,0.5823649685853195,0.27482424482139384,21.720536642765055,5626.499962037055,2.219089981594679,0.24370670034174544,0.2004605727449194,Energy,1
-ett1/15T/long,FFM,21.24160052080003,21.24160052080003,2.4722622759380037,1.4760885108467687,0.8720636984570064,0.502471110934303,8.955835428889452,4.608861087166766,0.878453434163714,0.4712156095349367,0.36088051261909876,Energy,7
-ett1/H/long,FFM,616.9636765212609,616.9636765212609,14.421514965239025,2.191309403335181,9402057694702.428,0.5828434091396433,20.621307071931156,24.838753521891167,1.1894740852447687,0.6906151029681526,0.5715399902644217,Energy,7
-ett2/15T/long,FFM,21.895749345204187,21.895749345204187,3.305423843141586,1.5551762466180148,0.23366433525342997,0.26254744257245743,11.09707810921701,4.6792894060107235,0.2493677858371655,0.17615200802899486,0.13294420532924328,Energy,7
-ett2/H/long,FFM,701.3028972645916,701.3028972645916,19.229853715846147,2.5414949061301226,0.3967475939552263,0.4293437352256169,15.353277795722923,26.482124107869286,0.3626523115187354,0.2633380491614895,0.2075045900793346,Energy,7
-jena_weather/10T/long,FFM,1876.2482393973567,1876.2482393973567,14.334149543684784,0.7063948746329407,2.0626856763703185,0.6590750896366974,7.2283348130965965,43.3156812182073,0.2650560712726606,0.08771311581005149,0.0720972797065268,Nature,21
-jena_weather/H/long,FFM,3026.2305518025964,3026.2305518025964,19.04631158363015,0.9611873917466696,22.621762230893857,0.6644196969964516,7.670204311613768,55.01118569711615,0.3312283037599923,0.11467990371021626,0.095337868214275,Nature,21
-kdd_cup_2018/H/long,FFM,3742.0834871491106,3742.0834871491106,24.256956087959118,1.066468898955776,1.5130114404158097,0.6069607647040769,7.854992519693923,61.17257136290014,1.4353557165467177,0.569166209808712,0.4486484394446559,Nature,1
-loop_seattle/5T/long,FFM,117.832344120998,117.832344120998,6.421727048324727,1.0033839564354472,0.2503571352252254,0.14186460191046285,7.23297520929841,10.855060760815574,0.1919197059887196,0.11353745448419687,0.08899748487848717,Transport,1
-loop_seattle/H/long,FFM,99.79885624274381,99.79885624274381,6.262540669239465,1.28716648341709,0.20495595280395,0.13722915138458525,12.285066303290883,9.989937749693128,0.1785335326559143,0.11191996758087912,0.09078503709758484,Transport,1
-m_dense/H/long,FFM,256392.56262683257,256392.56262683257,278.1699989902826,2.096545477512151,1.1949037043848045,0.5479910405476888,18.54087065645608,506.35221202916904,0.876570577136847,0.48155341433172555,0.3969049836987396,Transport,1
-solar/10T/long,FFM,40.063244973946084,40.063244973946084,3.9042207894244045,1.7075141789782105,2.7071622825212986,1.5583811837294579,9.086662130658409,6.32955329971603,1.3680316996962663,0.843834872641864,0.615702515669713,Energy,1
-solar/H/long,FFM,2388.0745081546534,2388.0745081546534,28.44062954669838,2.173562911775244,13.270997722579681,1.4584968752524567,18.5748895475193,48.86792923947825,1.6943403857023536,0.9860885858212636,0.8116077346270839,Energy,1
-sz_taxi/15T/long,FFM,17.267480421202134,17.267480421202134,2.901999698269401,0.5483788689963521,8619488570936.882,0.41724632088615005,4.62243488717857,4.155415794021356,0.3846178604509939,0.2686039063969709,0.22046708944985985,Transport,1
-bizitobs_application/10S/long,FFM,9446313.25280816,9446313.25280816,1681.6269859483507,5.424601473332471,0.07397242652045356,0.07470968882242839,46.1878621550681,3073.4855218152825,0.11853206078915546,0.06485363627331699,0.05296788880134404,Web/CloudOps,2
-bizitobs_service/10S/long,FFM,104006.5942731868,104006.5942731868,91.7940036029412,2.5317170685556736,0.27489340914304927,0.14103439309924998,16.89595051367137,322.50053375643705,0.2389187112330676,0.0680039340843433,0.05604926924540719,Web/CloudOps,2

results/FFM/config.json

@@ -1,10 +0,0 @@
-{
-  "model": "FFM",
-  "model_type": "deep-learning",
-  "model_dtype": "mixed-precision (float16/float32)",
-  "model_link": "TBD",
-  "code_link": "TBD",
-  "replication_code_available": "No",
-  "org": "IBM Research",
-  "testdata_leakage": "No"
-}

results/FlowState-9.1M/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[mean],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-loop_seattle/5T/short,FlowState-9.1M,41.20642213772202,41.20642213772202,3.6482890787508464,3.6482890787508464,0.5760316745958542,0.09734227274101462,0.07782384936531508,6.593895242486975,6.4192228608860455,0.11007549989315832,0.06256010311547563,0.049961607574821335,Transport,1
-loop_seattle/5T/medium,FlowState-9.1M,65.28178691411289,65.28178691411289,4.869518228536789,4.869518228536789,0.7734527843739306,0.15530373116641838,0.11332293038028682,8.269508257047189,8.079714531721581,0.1437547241555911,0.08663873543621015,0.06910445419530627,Transport,1
-loop_seattle/5T/long,FlowState-9.1M,77.11275533061361,77.11275533061361,5.218633842700092,5.218633842700092,0.8250182708680949,0.16325547842842192,0.12005953753436054,9.319874052199266,8.781386868292138,0.1552567255117628,0.09226651942508741,0.07396257116366077,Transport,1
-loop_seattle/D/short,FlowState-9.1M,18.37072676116345,18.37072676116345,2.8908717861116484,2.8908717861116484,0.8751111080929995,0.05345322222163434,0.05338208177141361,12.284504977392556,4.286108580188263,0.07659848596512975,0.05166374061520772,0.041998676836883936,Transport,1
-loop_seattle/H/short,FlowState-9.1M,60.254646585128924,60.254646585128924,4.224341119794517,4.224341119794517,0.8578659174207104,0.1156957368292313,0.09733176797613834,10.324014368171769,7.762386655219445,0.13740213765004466,0.07477513370613476,0.06071775786388836,Transport,1
-loop_seattle/H/medium,FlowState-9.1M,72.49868649068385,72.49868649068385,4.774017567039151,4.774017567039151,0.9802017879961532,0.1182101050643606,0.10903377222941017,11.2153856481414,8.514616050690945,0.15049488816363543,0.08438022754819177,0.06815404056535827,Transport,1
-loop_seattle/H/long,FlowState-9.1M,59.69476156690747,59.69476156690747,4.394733995057727,4.394733995057727,0.9201987421572889,0.13256338970497952,0.10205463124666585,10.089497539677955,7.726238513462257,0.13807820232396775,0.07853976662411824,0.06319115108866927,Transport,1
-m_dense/D/short,FlowState-9.1M,9472.558935185185,9472.558935185185,48.308813657407406,48.308813657407406,0.7324154243118424,0.13463613879159259,0.10566210358231155,12.396491269683509,97.32707195423679,0.1684875581125931,0.08362970225057244,0.06984659577170221,Transport,1
-m_dense/H/short,FlowState-9.1M,45185.8003233507,45185.8003233507,89.82139122856988,89.82139122856988,0.794888521288021,0.2976044740697495,0.21334691312577989,12.069100793905335,212.56951880114585,0.3770453948873275,0.15932078181343987,0.1313047568761031,Transport,1
-m_dense/H/medium,FlowState-9.1M,34831.29833333333,34831.29833333333,79.91017849392361,79.91017849392361,0.6918537392919458,0.26913952516783457,0.1942931811014811,8.942685213575544,186.6314505471501,0.3247151566079737,0.13903361972568543,0.11462594957546576,Transport,1
-m_dense/H/long,FlowState-9.1M,35997.86469135802,35997.86469135802,84.8109442515432,84.8109442515432,0.7444252434529841,0.2882623402318473,0.20252094786844135,9.243858424452394,189.73103249431293,0.32845249091839185,0.14682029360376359,0.12117489021344204,Transport,1
-sz_taxi/15T/short,FlowState-9.1M,16.730177058405054,16.730177058405054,2.7577188600113978,2.7577188600113978,0.5514772960536524,1195954521887.0005,0.4006040205448975,5.440699762571138,4.090253911238892,0.3824562487334538,0.2578585176248867,0.20255364364698247,Transport,1
-sz_taxi/15T/medium,FlowState-9.1M,16.707470494457798,16.707470494457798,2.821408237555088,2.821408237555088,0.5509006403082922,9710347132076.936,0.4138293991740952,5.205794460068225,4.087477277546359,0.38040798312325286,0.2625791275003582,0.20777358525869283,Transport,1
-sz_taxi/15T/long,FlowState-9.1M,16.2041913589521,16.2041913589521,2.80213628263555,2.80213628263555,0.5290821987226246,6334988927381.315,0.4129524796097367,4.415962703632027,4.025443001577852,0.3725878168442675,0.2593607311389226,0.20691493769848118,Transport,1
-sz_taxi/H/short,FlowState-9.1M,7.417397474631285,7.417397474631285,1.8844109478159847,1.8844109478159847,0.5756606690704787,1.3483923811178942,0.30121186655810755,5.345870852971551,2.7234899439196183,0.2537098957828191,0.17554450907732358,0.13832774822300725,Transport,1
-bitbrains_fast_storage/5T/short,FlowState-9.1M,1924708.5933602322,1924708.5933602322,199.03606752846804,199.03606752846804,1.0032515815823284,3.0243938323240966,0.7950182794198272,19.25499771969558,1387.3386729130823,4.355900312997404,0.6249240259586876,0.5113067369825212,Web/CloudOps,2
-bitbrains_fast_storage/5T/medium,FlowState-9.1M,3390856.937972916,3390856.937972916,346.56688549225504,346.56688549225504,1.260891455352925,5.679820563609929,0.8348958701489698,25.40891853796344,1841.4279616571798,5.5947667486039006,1.052965919652013,0.7795465054578488,Web/CloudOps,2
-bitbrains_fast_storage/5T/long,FlowState-9.1M,4983042.650290739,4983042.650290739,439.2763425860992,439.2763425860992,1.0374589320494734,5.767946014842698,0.8445433276088283,20.188168977655355,2232.272978443886,5.899230991338783,1.160876218531447,0.8255881443730684,Web/CloudOps,2
-bitbrains_fast_storage/H/short,FlowState-9.1M,2863379.353066434,2863379.353066434,333.7310782674274,333.7310782674274,1.104408431680801,4.252633291163891,0.5967120208908891,21.060018999150223,1692.1522842423,4.823183638812036,0.9512419723992579,0.6996132789973957,Web/CloudOps,2
-bitbrains_rnd/5T/short,FlowState-9.1M,1478593.945297488,1478593.945297488,132.24529301833925,132.24529301833925,1.9620477620454029,1.4658456323459939,0.7350835676392866,58.827425560648535,1215.9744838184263,4.975416577469799,0.541109564330338,0.4632044380693893,Web/CloudOps,2
-bitbrains_rnd/5T/medium,FlowState-9.1M,2208052.9063197314,2208052.9063197314,190.83315100806956,190.83315100806956,4.581663134278986,2.306887118167001,0.8003794722451701,166.06818056785903,1485.9518519520514,6.252156934965629,0.802932347322748,0.7238091593893922,Web/CloudOps,2
-bitbrains_rnd/5T/long,FlowState-9.1M,2460772.825721577,2460772.825721577,222.0122217941569,222.0122217941569,3.5251046217605357,3.5869625604067092,0.7694731327490271,121.73594787820016,1568.685062630985,6.009279106104837,0.8504788102526731,0.7270607240923831,Web/CloudOps,2
-bitbrains_rnd/H/short,FlowState-9.1M,1783555.8804027704,1783555.8804027704,169.21358647254425,169.21358647254425,5.926597311741625,2.107055746328823,0.6077552342230917,218.0120577597906,1335.4983640584403,5.844794363995951,0.740561458660828,0.664595981096118,Web/CloudOps,2
-bizitobs_application/10S/short,FlowState-9.1M,664005.4388888889,664005.4388888889,449.96708984375,449.96708984375,1.3377137863983317,0.019362943437364367,0.019491665098402236,16.336749352184412,814.8652887986387,0.03142609893095301,0.017353433107882715,0.013558368098991429,Web/CloudOps,2
-bizitobs_application/10S/medium,FlowState-9.1M,4575707.306666667,4575707.306666667,1198.610625,1198.610625,2.5893138141163443,0.03760066986083985,0.038373565673828124,58.83299716249604,2139.090298857593,0.08399578031721472,0.04706591152189688,0.042047922832965524,Web/CloudOps,2
-bizitobs_application/10S/long,FlowState-9.1M,6559583.573333333,6559583.573333333,1548.4186111111112,1548.4186111111112,3.3411338993333333,0.048364529079861114,0.049444936116536456,75.69303481763987,2561.1684000341197,0.09877402790664712,0.05971631662448403,0.052677139441578126,Web/CloudOps,2
-bizitobs_l2c/5T/short,FlowState-9.1M,22.821621295384,22.821621295384,3.0685904048738024,3.0685904048738024,0.31231757023136525,0.16200984930040224,0.2157041277204241,2.393935136307405,4.777198059049258,0.1640683122542177,0.105387811538073,0.08458085603866948,Web/CloudOps,7
-bizitobs_l2c/5T/medium,FlowState-9.1M,69.30413079294217,69.30413079294217,5.238999430338541,5.238999430338541,0.5193918306430902,0.38426043329664383,0.6304700306483677,4.155248919369638,8.324910257350657,0.43801271795380065,0.27564842249378013,0.2138909951695262,Web/CloudOps,7
-bizitobs_l2c/5T/long,FlowState-9.1M,71.76699466765874,71.76699466765874,5.177323443700397,5.177323443700397,0.5177408840898012,0.423938883860758,0.7123863777281746,4.617430555988597,8.471540277166763,0.4756643215874484,0.2906989712513249,0.23033267410204214,Web/CloudOps,7
-bizitobs_l2c/H/short,FlowState-9.1M,55.461908249627974,55.461908249627974,4.527385651119172,4.527385651119172,0.4498973653968915,0.3789699883769742,0.6063558033534459,3.8045774239835706,7.447275223169074,0.401427228293401,0.24403769417436816,0.1886214231576794,Web/CloudOps,7
-bizitobs_l2c/H/medium,FlowState-9.1M,66.8992699032738,66.8992699032738,4.662852550688244,4.662852550688244,0.4704569255569069,0.4438962515829857,0.749674333844866,4.24338559208035,8.179197387474751,0.49526282529900423,0.2823428044104843,0.22108179915235826,Web/CloudOps,7
-bizitobs_l2c/H/long,FlowState-9.1M,75.9602306547619,75.9602306547619,5.0850547185019845,5.0850547185019845,0.5469474777475324,0.5924043065238235,0.7568616594587053,7.1077522882651625,8.715516660230872,0.5323689121370271,0.3106098185778061,0.24756994557034062,Web/CloudOps,7
-bizitobs_service/10S/short,FlowState-9.1M,3520.50839720832,3520.50839720832,21.761772656314587,21.761772656314587,0.8059993822380633,0.10306755156744093,0.06974780545663581,9.507322336556879,59.33387225867127,0.043956430224570464,0.01612181718327782,0.0127153968223787,Web/CloudOps,2
-bizitobs_service/10S/medium,FlowState-9.1M,31802.868482142858,31802.868482142858,46.433770926339285,46.433770926339285,1.1440456397927963,0.10534807568504696,0.08318410812862335,15.995324064213758,178.33358764445597,0.13421805424840713,0.03494714858523884,0.026749382265129105,Web/CloudOps,2
-bizitobs_service/10S/long,FlowState-9.1M,135023.47957671958,135023.47957671958,79.42200438161376,79.42200438161376,1.3822690402599558,0.11028612086381862,0.09789428549468833,25.236081780178996,367.45541168517246,0.2722227322362745,0.05883836336303083,0.05352239744204552,Web/CloudOps,2
-car_parts/M/short,FlowState-9.1M,1.429560607254418,1.429560607254418,0.4836226899547534,0.4836226899547534,0.8944060493088195,0.8137632961798099,1.8800651255841114,21.08757561148329,1.1956423408588448,2.8670276838625437,1.1596776002833478,1.0076518334176803,Sales,1
-covid_deaths/D/short,FlowState-9.1M,520034.35426554666,520034.35426554666,136.357007570195,136.357007570195,34.60603694671917,0.09393392626416988,0.36803830177861646,918.8211149840132,721.1340750966817,0.2713301924039766,0.05130498526878134,0.042993758538717175,Healthcare,1
-electricity/15T/short,FlowState-9.1M,144065.98286205519,144065.98286205519,56.856076371304624,56.856076371304624,1.0817436193639087,0.1915398677018586,0.1772058353606645,16.26188852890285,379.56024931762175,0.7481880832374911,0.11207453593237973,0.09269706732095719,Energy,1
-electricity/15T/medium,FlowState-9.1M,253340.60338294544,253340.60338294544,54.7942716272715,54.7942716272715,0.8556548344188857,0.13508191714894052,0.13523208481556662,9.532384228961938,503.32951769486505,0.8672874346301549,0.09441604674743875,0.07564332966991412,Energy,1
-electricity/15T/long,FlowState-9.1M,316119.8529764912,316119.8529764912,59.7140382530052,59.7140382530052,0.9053667166654249,0.14293423834777463,0.13760582326768755,9.726931671510378,562.2453672343519,0.8870110003705841,0.09420621652697063,0.0749509701869353,Energy,1
-electricity/D/short,FlowState-9.1M,1180566865.8407207,1180566865.8407207,4251.209920748874,4251.209920748874,1.4344403736384097,0.49429796389693836,0.10163411985861288,15.199692356424537,34359.378135244544,0.5646387062964002,0.06986149925058828,0.05504415510373746,Energy,1
-electricity/H/short,FlowState-9.1M,1579386.9683294483,1579386.9683294483,172.5957497328681,172.5957497328681,0.9351379841940162,0.21026389299976914,0.12611722789637678,12.947069300985513,1256.7366344343784,0.5932694400880952,0.08147751963297314,0.06677232663588524,Energy,1
-electricity/H/medium,FlowState-9.1M,6221001.874001003,6221001.874001003,247.56637994989617,247.56637994989617,1.092976787129436,0.23200557334682143,0.13328747567829785,11.958698401046853,2494.193632018373,0.973565963834623,0.09663331596028776,0.07678815543188483,Energy,1
-electricity/H/long,FlowState-9.1M,8939375.961766891,8939375.961766891,279.8932897311374,279.8932897311374,1.2110867967690446,0.3095987619112468,0.14577881565036716,13.842587383560438,2989.8789209208608,1.1792074146755631,0.11038983560820556,0.08752998078933216,Energy,1
-electricity/W/short,FlowState-9.1M,29395794717.160362,29395794717.160362,23643.860884712838,23643.860884712838,1.3635557497389068,0.22346164837183186,0.09038805711913753,13.709397168603852,171452.01870249404,0.39119693104666264,0.05394748855213885,0.04355379314195652,Energy,1
-ett1/15T/short,FlowState-9.1M,4.980384614354088,4.980384614354088,1.0932999247596378,1.0932999247596378,0.6888563402341751,0.49305846536351217,0.23987056868416923,7.201910430402015,2.2316775336849384,0.42187994489597685,0.20667919314076327,0.1617466807586172,Energy,7
-ett1/15T/medium,FlowState-9.1M,8.6315771484375,8.6315771484375,1.544872349330357,1.544872349330357,0.9899225182222047,0.7127148305476998,0.38790635971795945,8.719024268920881,2.9379545858364624,0.5599770158522798,0.29445417986419087,0.22932511415283205,Energy,7
-ett1/15T/long,FlowState-9.1M,8.090037667410714,8.090037667410714,1.551713111514137,1.551713111514137,1.0126223652403492,0.7426191157153659,0.39777882893880206,8.355813417792739,2.8442991522360503,0.54212621467887,0.2957580445613115,0.2298512894395186,Energy,7
-ett1/D/short,FlowState-9.1M,43043.99444444444,43043.99444444444,136.9359343998016,136.9359343998016,1.6288935332388368,1.2419960627480158,0.4954109918503534,14.079257234165125,207.470466439068,0.5449280619678922,0.3596667739124283,0.2799498278363056,Energy,7
-ett1/H/short,FlowState-9.1M,98.04556412469773,98.04556412469773,4.894838360377721,4.894838360377721,0.8150353380790544,0.4436365876879011,0.2579571133568173,6.952233363517736,9.90179600500322,0.4621573388829306,0.22846213654080613,0.1762152118908626,Energy,7
-ett1/H/medium,FlowState-9.1M,134.41744326636905,134.41744326636905,6.668464587983631,6.668464587983631,1.2267932617039405,3365661524510.5957,0.43888593401227677,9.119016541001752,11.593853684878425,0.555318170217747,0.31940368179657114,0.24767421231989253,Energy,7
-ett1/H/long,FlowState-9.1M,155.68571635251323,155.68571635251323,7.22068271536045,7.22068271536045,1.33916082947429,2267774406926.194,0.47107417192408646,9.95334609492623,12.47740823859319,0.5975160415714699,0.3457828477696871,0.2699857075194963,Energy,7
-ett1/W/short,FlowState-9.1M,1173048.4285714286,1173048.4285714286,801.5694056919643,801.5694056919643,1.4509044072930064,0.5297911167144775,0.5278735501425607,8.922727965738348,1083.0736025642157,0.43098083698912737,0.31896359818216297,0.24500652359110595,Energy,7
-ett2/15T/short,FlowState-9.1M,7.959989992777507,7.959989992777507,1.7561996550787062,1.7561996550787062,0.7547916193814699,0.11044701391019925,0.1292610100337437,8.60130403004982,2.8213454224496344,0.13393930909778234,0.08337304839290896,0.06581268360764704,Energy,7
-ett2/15T/medium,FlowState-9.1M,10.991811126224578,10.991811126224578,2.050341496543279,2.050341496543279,0.8470324155409298,0.12984282517942974,0.15523655846005394,8.238194223435517,3.3153900413412263,0.17668312929658506,0.10926640522493662,0.08720802717137183,Energy,7
-ett2/15T/long,FlowState-9.1M,11.056184779575894,11.056184779575894,2.093517097594246,2.093517097594246,0.8656004641238805,0.13304481590146605,0.15894615657745845,8.728302116810942,3.325084176314322,0.17719974581181555,0.11156731014178155,0.09031154642244392,Energy,7
-ett2/D/short,FlowState-9.1M,119717.15555555555,119717.15555555555,222.04579613095237,222.04579613095237,1.4635575132775187,0.3624706752716549,0.15674171447753907,10.830255578141793,346.00166987394084,0.19802587337139363,0.1270826603909114,0.10325530356962487,Energy,7
-ett2/H/short,FlowState-9.1M,104.57532457624163,104.57532457624163,6.295174280802409,6.295174280802409,0.7215709730957005,0.11713471286857265,0.10737862814040411,6.602956702509036,10.226207731913215,0.12969675934784944,0.0798403205913801,0.0631822907791898,Energy,7
-ett2/H/medium,FlowState-9.1M,242.78725353422618,242.78725353422618,9.703669084821428,9.703669084821428,1.0379484333384368,0.17125420465428529,0.16814332689557757,9.244285748553247,15.581631927825345,0.2099724972418964,0.13076317291967424,0.10431498050240505,Energy,7
-ett2/H/long,FlowState-9.1M,265.77815806878306,265.77815806878306,10.071580997850528,10.071580997850528,1.0965159499861146,0.1877654904885175,0.18084840320405507,9.853142275736998,16.302704010954226,0.2232529902611188,0.13792255400799516,0.11143469439326707,Energy,7
-ett2/W/short,FlowState-9.1M,4955971.428571428,4955971.428571428,1521.9556361607142,1521.9556361607142,0.9778324368044548,0.14722657203674316,0.1582614013126918,6.102820239909918,2226.2011204227324,0.18674414426016983,0.12766874487189425,0.10406980997248803,Energy,7
-hierarchical_sales/D/short,FlowState-9.1M,29.732930018538134,29.732930018538134,2.319569186919876,2.319569186919876,0.7495294259800727,0.6318419237892607,1.0690176652748262,10.409452522840244,5.452791030154937,1.6728559020336073,0.7116181388678587,0.5828056079568731,Sales,1
-hierarchical_sales/W/short,FlowState-9.1M,450.37896728515625,450.37896728515625,8.750412407567946,8.750412407567946,0.7124265352171969,0.5166803930063173,0.452388971538867,8.61290730769748,21.222133900368178,0.9743185478836948,0.40173571377650935,0.3398582822825211,Sales,1
-hospital/M/short,FlowState-9.1M,2029.1258259507586,2029.1258259507586,16.616914870996986,16.616914870996986,0.7584542558926894,0.19929957068624418,0.17468420747361563,6.50496006333193,45.04581918392381,0.16352678391513475,0.0603232596648055,0.04789252589407568,Healthcare,1
-jena_weather/10T/short,FlowState-9.1M,769.5275096238605,769.5275096238605,5.621278191369678,5.621278191369678,0.2767616179581378,0.39370277928161435,0.5409789359463113,2.943629425991047,27.740358858959638,0.17230240076182607,0.03491518378141902,0.028705220857371594,Nature,21
-jena_weather/10T/medium,FlowState-9.1M,1424.3707860465001,1424.3707860465001,9.894016493760146,9.894016493760146,0.6254029435471754,0.9141056125584986,0.6582028373839364,7.134168263751859,37.740837113748555,0.2316148725005984,0.060719410166084245,0.049470015067881346,Nature,21
-jena_weather/10T/long,FlowState-9.1M,1399.3250419980004,1399.3250419980004,10.083748800287802,10.083748800287802,0.6608100770639971,0.9544456003029005,0.6474178345115097,7.37106124596258,37.40755327467971,0.22890322069317012,0.06170418471632936,0.05070029776307641,Nature,21
-jena_weather/D/short,FlowState-9.1M,398.70033172123016,398.70033172123016,9.827138264973959,9.827138264973959,1.0485371388820024,0.6242780152916303,0.44123424348377044,10.138610984284272,19.967481857290622,0.12023687611673844,0.05917543406788213,0.047547547386128125,Nature,21
-jena_weather/H/short,FlowState-9.1M,1098.5380878799044,1098.5380878799044,8.411170702131967,8.411170702131967,0.526016955075292,1.3175091402849612,0.6050199826334354,6.146329621532627,33.144201421665066,0.20317183962392238,0.051559939646816814,0.0419072690267179,Nature,21
-jena_weather/H/medium,FlowState-9.1M,1349.0420030381945,1349.0420030381945,10.663989451574901,10.663989451574901,0.8571477516894351,2.6584602221914055,0.6862809438554067,7.631882833911909,36.729307140731564,0.22475314018670384,0.0652548415077891,0.052881529582308406,Nature,21
-jena_weather/H/long,FlowState-9.1M,1344.8131965112434,1344.8131965112434,12.889586691881613,12.889586691881613,1.0851070705986812,2.5530645058483583,0.6719191616805142,13.687396490420356,36.671694759190544,0.22080422921459042,0.0776095916233129,0.06666390952483377,Nature,21
-kdd_cup_2018/D/short,FlowState-9.1M,3031.419290378869,3031.419290378869,21.71406054869319,21.71406054869319,1.223272467425053,0.5122704279217459,0.48005108592659085,12.181636446841818,55.05832625842225,1.233364972366011,0.48641801356059444,0.3812015815435914,Nature,1
-kdd_cup_2018/H/short,FlowState-9.1M,4400.043310172846,4400.043310172846,22.743728537194453,22.743728537194453,0.9542261628597182,0.8840861593739912,0.5019650321757874,10.160826590381683,66.33282226901585,1.3884661046462603,0.47606742916953976,0.3817186229134154,Nature,1
-kdd_cup_2018/H/medium,FlowState-9.1M,5346.50910268196,5346.50910268196,26.33725056482099,26.33725056482099,1.0846836992020321,0.9676168371097675,0.5905999808700999,11.210373175534803,73.11982701485255,1.5305304083425761,0.5512863542935927,0.4368045266133778,Nature,1
-kdd_cup_2018/H/long,FlowState-9.1M,4320.785902502329,4320.785902502329,24.9758049761873,24.9758049761873,1.0534284105933664,0.9931413860142767,0.6358806894330652,9.937313926015616,65.73268519163301,1.542354420888718,0.5860333121638589,0.45748987044545686,Nature,1
-m4_daily/D/short,FlowState-9.1M,460449.38954061264,460449.38954061264,194.8177779062743,194.8177779062743,3.5933811129151243,0.04256217416009881,0.03372789031974429,36.4567024138539,678.5642118035792,0.10481941775567499,0.030093962654342218,0.024315459514113697,Econ/Fin,1
-m4_hourly/H/short,FlowState-9.1M,524888.7468503716,524888.7468503716,188.91631142279184,188.91631142279184,0.7308697355223807,0.09173926594704629,0.0867135555823836,8.266989981253527,724.4920612749125,0.09890916765238221,0.02579124895572352,0.020490718600366213,Econ/Fin,1
-m4_monthly/M/short,FlowState-9.1M,1863447.246301143,1863447.246301143,555.0341335720486,555.0341335720486,0.9217787164197633,0.1597439799979329,0.1291678792089224,10.553067069674826,1365.0814064740398,0.28371077918144827,0.11535514714449419,0.09256760422999852,Econ/Fin,1
-m4_quarterly/Q/short,FlowState-9.1M,1835070.2141721903,1835070.2141721903,561.5495734303793,561.5495734303793,1.1533472901853319,0.11924825147073716,0.10135561777527134,12.789597196530536,1354.6476346903612,0.22674415917787266,0.09399350990139102,0.07549476248623303,Econ/Fin,1
-m4_weekly/W/short,FlowState-9.1M,230569.25755303193,230569.25755303193,249.35544133845352,249.35544133845352,2.022636456714285,0.06192654865519097,0.06137127862999366,16.35037889030763,480.17627758254775,0.08748067109178026,0.04542869435053447,0.03663408849488293,Econ/Fin,1
-m4_yearly/A/short,FlowState-9.1M,3295300.5925140013,3295300.5925140013,818.0042513808635,818.0042513808635,2.957246114331518,0.16630538438952275,0.135139478891435,42.9209268420369,1815.2962822949871,0.29109117207079993,0.13117077284613704,0.1069378729835909,Econ/Fin,1
-restaurant/D/short,FlowState-9.1M,138.683303161775,138.683303161775,7.088883148874568,7.088883148874568,0.681671230570501,0.6547431785474475,0.3927890905492656,6.158892375231965,11.776387525968012,0.5419766395607936,0.32624682728843574,0.2559205236124014,Sales,1
-saugeen/D/short,FlowState-9.1M,1065.7159375,1065.7159375,12.316854858398438,12.316854858398438,2.7363346763757384,0.2869456609090169,0.3157666778564453,39.327833877693664,32.64530498402489,1.0573892206158066,0.3989458688020571,0.32886548733101045,Nature,1
-saugeen/M/short,FlowState-9.1M,419.1245814732143,419.1245814732143,12.768525623139881,12.768525623139881,0.7480760568691176,0.35278070540655226,0.3556371870495024,7.5489379732842705,20.472532365909554,0.6146468386464715,0.3833494444247625,0.29564347249203715,Nature,1
-saugeen/W/short,FlowState-9.1M,907.9439239501953,907.9439239501953,14.38510627746582,14.38510627746582,1.1671291864275761,0.39806915521621705,0.39103698134422304,13.698295871517155,30.13210785773533,0.9095627312966047,0.4342263945655186,0.35654937897593736,Nature,1
-solar/10T/short,FlowState-9.1M,23.815074714604954,23.815074714604954,2.3434108497452564,2.3434108497452564,1.0258561153573258,5.817045293185954,1.5298146551832956,10.298084292870156,4.880069130105121,1.4196115690597917,0.6816979564563959,0.5199798844919239,Energy,1
-solar/10T/medium,FlowState-9.1M,20.57507829672466,20.57507829672466,2.0579187168323,2.0579187168323,0.8992403786637814,3.935542893892818,1.4561078073914613,9.428119094294988,4.535976002661903,1.0065510994343836,0.45666034074222656,0.35640086194325327,Energy,1
-solar/10T/long,FlowState-9.1M,18.803191816913145,18.803191816913145,1.947746906760062,1.947746906760062,0.8511553963682477,3.6116326980938003,1.4495610039586075,8.98398203054954,4.336264730953721,0.9372142615089935,0.4209743389961493,0.33731284559674707,Energy,1
-solar/D/short,FlowState-9.1M,123798.74148418491,123798.74148418491,254.33213104470804,254.33213104470804,0.9914601541317253,1.065309401092158,0.43119359422484166,5.072566028494322,351.8504532954092,0.5083040848435385,0.36742331836204006,0.277712421695133,Energy,1
-solar/H/short,FlowState-9.1M,757.1993341141831,757.1993341141831,11.305498109246692,11.305498109246692,0.8724446953179906,4.777759083050538,1.3993490626769542,10.642841134590933,27.517255206764048,1.0142951912516207,0.41672442548319527,0.3331443526320188,Energy,1
-solar/H/medium,FlowState-9.1M,801.285641917579,801.285641917579,11.445277230292922,11.445277230292922,0.8764719755896929,5.458095207860186,1.400396199470019,10.798993971727489,28.30698927681252,1.0196838280418565,0.4122856014484468,0.34501846917605444,Energy,1
-solar/H/long,FlowState-9.1M,719.3457268856448,719.3457268856448,12.36631455371173,12.36631455371173,0.942005746657252,5.876856700090995,1.4082166438168466,8.146907869423451,26.820621299396567,0.9299199543477858,0.42876272465383575,0.3335355229807926,Energy,1
-solar/W/short,FlowState-9.1M,955186.6131386862,955186.6131386862,768.0469177691606,768.0469177691606,0.838795166934673,0.16764145785004553,0.15302670088997722,4.476202957998712,977.3364892086482,0.19949880509892567,0.15677757256247188,0.12235764216039015,Energy,1
-temperature_rain/D/short,FlowState-9.1M,180.4470724159759,180.4470724159759,5.7659389208630145,5.7659389208630145,1.3497787807137442,24.105154695755104,1.4952793405611897,24.459044384745972,13.433058937411683,1.5814261953049171,0.6788034573857006,0.5497859033550305,Nature,1
-us_births/D/short,FlowState-9.1M,218382.50666666665,218382.50666666665,310.88701822916664,310.88701822916664,0.4573647670456565,0.0298173189163208,0.02927158196767171,5.9522450787192085,467.3141413082496,0.043806908712113006,0.02914313525633875,0.023686841289048206,Healthcare,1
-us_births/M/short,FlowState-9.1M,56510709.333333336,56510709.333333336,6193.608072916667,6193.608072916667,0.6995303835548405,0.018985547125339508,0.01924945041537285,6.844936444934768,7517.360529689482,0.02334887055249893,0.019237304446992797,0.014923346389001804,Healthcare,1
-us_births/W/short,FlowState-9.1M,2057186.5714285714,2057186.5714285714,1119.4234793526787,1119.4234793526787,1.0174865839349032,0.015180262071745736,0.015214066420282637,9.795766029253233,1434.2895702850842,0.01947034027817997,0.015196063967786272,0.011881630832056645,Healthcare,1

results/FlowState-9.1M/config.json

@@ -1,10 +0,0 @@
-{
-    "model": "FlowState-9.1M",
-    "model_type": "zero-shot",
-    "model_dtype": "float32",
-    "model_link": "https://huggingface.co/ibm-research/flowstate",
-    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/flowstate.ipynb",
-    "org": "IBM Research",
-    "testdata_leakage": "No",
-    "replication_code_available": "Yes"
-}

results/Kairos_10m/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-bitbrains_fast_storage/5T/short,Kairos_10m,1810532.091,1912681.723,187.0098493,0.831729591,3.002209001,0.590534531,16.22975749,1345.56014,4.22472607,0.587164678,0.458352563,Web/CloudOps,2
-bitbrains_fast_storage/5T/medium,Kairos_10m,3110730.865,3238868.958,329.4609586,1.060140721,6.177741877,0.695202082,30.83011185,1763.726414,5.358687963,1.000993385,0.877951505,Web/CloudOps,2
-bitbrains_fast_storage/5T/long,Kairos_10m,4586108.869,4712353.369,430.1446869,0.979887879,6.071620542,0.73735556,29.01335334,2141.520224,5.659398546,1.136743977,1.036897936,Web/CloudOps,2
-bitbrains_fast_storage/H/short,Kairos_10m,2869327.387,2453456.713,309.0994843,1.114115335,4.103139998,0.494369588,22.88990317,1693.908907,4.828190642,0.881033939,0.655800091,Web/CloudOps,2
-bitbrains_rnd/5T/short,Kairos_10m,1465660.69,1581001.544,128.4923884,1.76123324,1.312806388,0.57635041,55.65831158,1210.644741,4.953608811,0.525753762,0.441768547,Web/CloudOps,2
-bitbrains_rnd/5T/medium,Kairos_10m,2108348.405,2161279.709,175.5262686,4.495163697,1.591177821,0.662557233,168.5697024,1452.015291,6.109368508,0.738528488,0.691730142,Web/CloudOps,2
-bitbrains_rnd/5T/long,Kairos_10m,2737334.922,2853808.602,229.7301491,3.430676412,3.511605216,0.647875606,126.7719811,1654.489324,6.337975891,0.88004445,0.825368471,Web/CloudOps,2
-bitbrains_rnd/H/short,Kairos_10m,1832654.855,1730415.982,179.0902405,5.842787788,2.499416124,0.553727085,201.9890565,1353.755833,5.924697933,0.783786523,0.649874582,Web/CloudOps,2
-bizitobs_application/10S/short,Kairos_10m,613666.7456,625286.3925,416.1294406,1.580968231,0.021784332,0.022089067,22.20717372,783.3688439,0.030211407,0.01604845,0.013137639,Web/CloudOps,2
-bizitobs_application/10S/medium,Kairos_10m,3790500.788,3729079.932,1075.250867,2.673845178,0.037245446,0.037884086,61.22701643,1946.920848,0.076449853,0.042221938,0.039055802,Web/CloudOps,2
-bizitobs_application/10S/long,Kairos_10m,5949571.921,5853577.146,1459.86961,3.579093613,0.049599603,0.05072162,94.99143183,2439.174434,0.094069216,0.05630134,0.053402801,Web/CloudOps,2
-bizitobs_l2c/5T/short,Kairos_10m,20.54262746,20.74002412,2.659062964,0.274390343,0.155866221,0.158145838,4.543189006,4.53239754,0.155660873,0.091322982,0.078075822,Web/CloudOps,7
-bizitobs_l2c/5T/medium,Kairos_10m,131.2736865,132.1261307,7.491670865,0.73033687,0.558713023,0.674872034,20.16752317,11.45747296,0.602831584,0.394172068,0.366499537,Web/CloudOps,7
-bizitobs_l2c/5T/long,Kairos_10m,296.5507789,299.1918647,11.35085559,1.073609237,0.847646851,0.899640614,34.33167048,17.22064978,0.966913743,0.637333574,0.609135909,Web/CloudOps,7
-bizitobs_l2c/H/short,Kairos_10m,60.7329608,61.04508003,4.800797728,0.484780387,0.441340598,0.511886786,5.430103609,7.793135492,0.420069996,0.258775314,0.215633997,Web/CloudOps,7
-bizitobs_l2c/H/medium,Kairos_10m,69.93757513,70.26804824,4.776177979,0.491334673,0.502032132,0.602784975,9.386819422,8.362868834,0.506384423,0.289204838,0.255884742,Web/CloudOps,7
-bizitobs_l2c/H/long,Kairos_10m,82.14190456,82.31918035,5.257683624,0.56686766,0.626630707,0.667743657,13.46802478,9.06321712,0.553607483,0.321154504,0.291799819,Web/CloudOps,7
-bizitobs_service/10S/short,Kairos_10m,4058.543552,4079.008437,22.34945665,0.884871298,0.087248944,0.064748737,10.88395396,63.70669943,0.047195961,0.016557192,0.014147005,Web/CloudOps,2
-bizitobs_service/10S/medium,Kairos_10m,39408.41962,39177.0733,48.87135651,1.24555563,0.087958938,0.086401506,24.49902286,198.51554,0.149407464,0.036781732,0.03392636,Web/CloudOps,2
-bizitobs_service/10S/long,Kairos_10m,131583.8009,131476.6236,78.34476089,1.535978278,0.122186718,0.100468909,35.85316286,362.7448151,0.268732962,0.058040305,0.055512398,Web/CloudOps,2
-car_parts/M/short,Kairos_10m,1.379966796,1.345996134,0.547855546,0.971052955,0.71106495,1.795214667,18.41156084,1.17471988,2.816857769,1.3137014,1.069803943,Sales,1
-covid_deaths/D/short,Kairos_10m,3988612.078,3794762.04,286.3498588,41.03518789,0.119880061,0.152260507,1141.692506,1997.15099,0.751437744,0.107740523,0.093316017,Healthcare,1
-electricity/15T/short,Kairos_10m,153524.6974,155437.4988,59.07438236,1.098731204,0.182009491,0.172097834,18.18759412,391.8222778,0.772358953,0.116447254,0.100072249,Energy,1
-electricity/15T/medium,Kairos_10m,342047.7929,343177.9305,63.51896658,0.932210714,0.146614085,0.139066496,15.18092329,584.8485213,1.007752889,0.109449575,0.095450165,Energy,1
-electricity/15T/long,Kairos_10m,415426.3794,416555.2406,68.01105515,0.979369127,0.158566788,0.143257516,17.29451852,644.535786,1.01683423,0.107295778,0.094121759,Energy,1
-electricity/H/short,Kairos_10m,1606337.709,1649895.876,187.5725166,1.022751611,0.220597024,0.128594449,14.22096805,1267.413788,0.598309823,0.088547624,0.07415508,Energy,1
-electricity/H/medium,Kairos_10m,6211735.11,6234717.849,261.5160119,1.150560967,0.251110834,0.135597075,19.29738401,2492.335272,0.972840575,0.102078316,0.088152411,Energy,1
-electricity/H/long,Kairos_10m,9860003.068,9879399.064,301.4680021,1.290051537,0.330484509,0.149583873,25.40375538,3140.064182,1.238440419,0.118898894,0.105567037,Energy,1
-electricity/D/short,Kairos_10m,1247127328,1245713552,4262.463378,1.449482229,0.331268085,0.097179615,16.37080746,35314.68997,0.58033764,0.070046429,0.05695268,Energy,1
-electricity/W/short,Kairos_10m,36836035416,37253801527,25556.25897,1.412593911,0.248364726,0.092946908,14.83053764,191927.1617,0.437914454,0.05831095,0.046852236,Energy,1
-ett1/15T/short,Kairos_10m,5.300356797,5.31324402,1.133080507,0.720062519,0.520042192,0.246191844,8.79494876,2.302250377,0.435221135,0.214199372,0.179693587,Energy,7
-ett1/15T/medium,Kairos_10m,9.566173699,9.627244225,1.619898853,1.011907023,0.76232271,0.389823271,17.42351711,3.092923164,0.58951418,0.308754305,0.268566617,Energy,7
-ett1/15T/long,Kairos_10m,9.280986236,9.302320575,1.61754719,1.031722205,0.802001847,0.391256179,19.45241591,3.046471112,0.580660376,0.308306078,0.271595474,Energy,7
-ett1/H/short,Kairos_10m,107.2321071,108.1013412,5.147870834,0.85338299,0.514793758,0.268129726,8.974475367,10.35529367,0.483323921,0.240272193,0.198732952,Energy,7
-ett1/H/medium,Kairos_10m,138.9595444,139.5240566,7.001363107,1.289394967,4.30854E+12,0.432953863,23.30471769,11.7881103,0.564622566,0.335348712,0.287811738,Energy,7
-ett1/H/long,Kairos_10m,146.9223161,147.2141426,7.117938773,1.323733772,4.06479E+12,0.454740494,27.96227788,12.1211516,0.580455686,0.340862665,0.299351126,Energy,7
-ett1/D/short,Kairos_10m,40916.28663,40854.56691,135.4433603,1.732398179,1.169964409,0.485007665,14.62261282,202.2777463,0.53128923,0.355746492,0.283327069,Energy,7
-ett1/W/short,Kairos_10m,1562560.839,1542194.275,873.7720124,1.388739924,0.693768152,0.475561352,9.158197955,1250.024335,0.497414527,0.347694745,0.269048117,Energy,7
-ett2/15T/short,Kairos_10m,8.302789351,8.311591102,1.764882267,0.757097444,0.107651499,0.129594791,9.171380634,2.881456116,0.136792976,0.083785242,0.069264253,Energy,7
-ett2/15T/medium,Kairos_10m,12.21097657,12.24386233,2.173864332,0.89320208,0.134642523,0.162314071,17.29400971,3.494420777,0.186223999,0.115849159,0.102010919,Energy,7
-ett2/15T/long,Kairos_10m,11.75403925,11.74075185,2.1722814,0.899702535,0.13602665,0.164359369,20.04326974,3.428416435,0.182706505,0.1157648,0.104163117,Energy,7
-ett2/H/short,Kairos_10m,103.1219513,103.4147463,6.344779407,0.737790623,0.121383688,0.11105188,7.510896992,10.15489789,0.128792354,0.080469453,0.065633211,Energy,7
-ett2/H/medium,Kairos_10m,232.9115885,233.865732,9.670508716,1.034360918,0.173058682,0.167535172,19.72308539,15.26144123,0.205657718,0.130316313,0.114305765,Energy,7
-ett2/H/long,Kairos_10m,218.0616891,217.4376764,9.143644036,1.001303315,0.175363239,0.170617224,23.64694857,14.76691197,0.202221496,0.125215169,0.113164663,Energy,7
-ett2/D/short,Kairos_10m,124359.417,119712.8567,206.7277103,1.340607581,0.441081873,0.13563725,11.62884797,352.6463058,0.201828773,0.118315716,0.09688143,Energy,7
-ett2/W/short,Kairos_10m,4225332.79,4052880.539,1384.865595,0.953398771,0.164246292,0.189289749,5.64283276,2055.561429,0.172430072,0.11616898,0.091534065,Energy,7
-hierarchical_sales/D/short,Kairos_10m,27.91455607,28.35606058,2.318985732,0.753311602,0.628465036,1.016531245,9.224303992,5.283422761,1.620895593,0.711439141,0.596698377,Sales,1
-hierarchical_sales/W/short,Kairos_10m,480.0083695,482.9231101,9.405300158,0.741136701,0.587627419,0.471909615,8.387690391,21.90909331,1.00585719,0.431801931,0.365377768,Sales,1
-hospital/M/short,Kairos_10m,3993.181301,3898.252304,20.00846385,0.778758211,0.20181704,0.178820548,7.087910855,63.19162366,0.229400268,0.07263537,0.058375885,Healthcare,1
-jena_weather/10T/short,Kairos_10m,671.8771544,727.4382035,5.30533567,0.287055399,0.392783991,0.388796476,3.193699929,25.92059325,0.160999378,0.032952785,0.028034228,Nature,21
-jena_weather/10T/medium,Kairos_10m,1538.693578,1544.01571,10.11403831,0.646882761,0.767474677,0.543149908,15.4281034,39.22618485,0.24073043,0.062069681,0.056651488,Nature,21
-jena_weather/10T/long,Kairos_10m,1494.616802,1491.537582,9.925640064,0.674084581,0.814208848,0.49646408,17.36593219,38.66027421,0.236568839,0.060736691,0.056184652,Nature,21
-jena_weather/H/short,Kairos_10m,1078.625471,1088.699065,8.282835479,0.522555661,1.216712904,0.48348571,6.070476252,32.842434,0.201322019,0.050773252,0.044053348,Nature,21
-jena_weather/H/medium,Kairos_10m,1382.86239,1383.213599,10.64639829,0.784102826,2.235314318,0.491635757,15.19587935,37.18685776,0.227552972,0.065147198,0.059242461,Nature,21
-jena_weather/H/long,Kairos_10m,1392.874626,1406.725912,11.7966697,1.010064577,3.029660378,0.553565525,26.1871929,37.32123559,0.224715199,0.071029025,0.06460137,Nature,21
-jena_weather/D/short,Kairos_10m,417.7352865,432.4015161,10.46425314,1.151357989,0.684712558,0.465561918,9.177513542,20.43857349,0.123073616,0.063011906,0.050933146,Nature,21
-kdd_cup_2018/H/short,Kairos_10m,4419.601553,4529.073298,22.49060626,0.934864612,0.895238641,0.492621138,9.6108999,66.48008388,1.391548557,0.470769121,0.385794681,Nature,1
-kdd_cup_2018/H/medium,Kairos_10m,5026.305216,5051.372151,25.09016039,1.042052773,0.982277674,0.55276731,23.58832538,70.89644008,1.48399089,0.525182497,0.47633815,Nature,1
-kdd_cup_2018/H/long,Kairos_10m,4109.368354,4158.984394,24.29095432,1.017889098,1.017874715,0.606667263,27.18648876,64.10435519,1.504147212,0.569963946,0.529071639,Nature,1
-kdd_cup_2018/D/short,Kairos_10m,2738.983347,2861.86742,20.90804455,1.18084037,0.521594111,0.457834174,12.82975368,52.33529733,1.172366229,0.468362398,0.38959781,Nature,1
-loop_seattle/5T/short,Kairos_10m,40.64405025,41.11053169,3.530882594,0.559802009,0.095450682,0.075121614,5.910752047,6.375268642,0.109321782,0.060546841,0.049453158,Transport,1
-loop_seattle/5T/medium,Kairos_10m,77.39246813,78.53904624,5.151573297,0.817428835,0.16932764,0.117884492,13.80072234,8.797298911,0.156522025,0.091657075,0.079090824,Transport,1
-loop_seattle/5T/long,Kairos_10m,90.2883451,91.16576298,5.558082904,0.877834318,0.178302018,0.125476249,16.91393642,9.502017949,0.167997631,0.098268048,0.086300006,Transport,1
-loop_seattle/H/short,Kairos_10m,57.18461933,57.60757245,4.23055205,0.856369599,0.122813514,0.097658313,10.65703661,7.562051264,0.133855998,0.074885074,0.0626711,Transport,1
-loop_seattle/H/medium,Kairos_10m,66.81366939,66.56706103,4.867457479,0.993321252,0.134308115,0.110150638,16.42223228,8.173962894,0.144473881,0.086031767,0.074308162,Transport,1
-loop_seattle/H/long,Kairos_10m,60.70510834,61.31113802,4.628187224,0.960032499,0.148915903,0.107596221,17.61205959,7.791348301,0.139241802,0.082711888,0.07228013,Transport,1
-loop_seattle/D/short,Kairos_10m,18.45696981,18.54099565,2.945943744,0.88573819,0.054799714,0.054443332,15.87653927,4.296157564,0.076778074,0.05264795,0.046094922,Transport,1
-m4_daily/D/short,Kairos_10m,391497.8652,397876.8751,184.5510234,3.368832711,0.04615679,0.031635598,37.43967871,625.6979025,0.096653034,0.028508033,0.023419576,Econ/Fin,1
-m4_hourly/H/short,Kairos_10m,969630.2788,975116.8155,223.5987388,1.181314413,0.116265106,0.104532851,10.61118617,984.6980648,0.134433036,0.030526167,0.024118603,Econ/Fin,1
-m4_monthly/M/short,Kairos_10m,1877492.86,1890124.823,567.3343786,0.969122306,0.160023484,0.132755817,11.58481131,1370.216355,0.284777998,0.11791156,0.097795424,Econ/Fin,1
-m4_quarterly/Q/short,Kairos_10m,1857582.324,1858601.262,574.8336255,1.192798692,0.119648127,0.104618625,14.01880353,1362.931519,0.228130736,0.096217026,0.080001916,Econ/Fin,1
-m4_weekly/W/short,Kairos_10m,330414.0372,333779.3971,298.6387644,2.674855413,0.070933405,0.07033857,21.51909622,574.8165248,0.104722657,0.054407352,0.043742066,Econ/Fin,1
-m4_yearly/A/short,Kairos_10m,3178454.973,3183331.875,816.8244874,2.985468989,0.162086473,0.137889205,40.2147412,1782.822193,0.285883801,0.130981592,0.110006829,Econ/Fin,1
-m_dense/H/short,Kairos_10m,48160.97429,48326.53369,98.64674668,0.854007898,0.346444744,0.246750134,12.01473687,219.4560874,0.389260451,0.174974764,0.146597968,Transport,1
-m_dense/H/medium,Kairos_10m,42946.55675,42927.45376,98.68519071,0.832516702,0.360330447,0.25326675,12.16657343,207.2355103,0.360563619,0.17169977,0.143687786,Transport,1
-m_dense/H/long,Kairos_10m,45005.55068,44941.54037,102.4647671,0.863176632,0.369114845,0.257607789,13.79695231,212.145117,0.367254577,0.177381668,0.150249557,Transport,1
-m_dense/D/short,Kairos_10m,8355.244675,8344.594807,46.82486186,0.695106111,0.126786815,0.100242404,9.683785974,91.40702749,0.158239086,0.081060762,0.067145752,Transport,1
-restaurant/D/short,Kairos_10m,140.5706043,141.3613837,7.23156217,0.69355123,0.711404825,0.397673358,6.526674012,11.85624748,0.54565198,0.332813246,0.269470384,Sales,1
-saugeen/D/short,Kairos_10m,1117.759425,1329.733154,13.99998133,3.11030755,0.310290698,0.357092107,38.55055068,33.43290931,1.082899882,0.453462724,0.377373245,Nature,1
-saugeen/W/short,Kairos_10m,867.9728929,910.4976711,15.12883234,1.22722935,0.437968539,0.423039432,14.32639105,29.46137968,0.889316241,0.456676383,0.378713428,Nature,1
-saugeen/M/short,Kairos_10m,374.6974066,378.1033093,12.05295908,0.706306814,0.354173757,0.343810414,9.545841469,19.35710223,0.581158242,0.361865966,0.307696213,Nature,1
-solar/10T/short,Kairos_10m,30.11446408,29.83210635,2.446171777,1.080078207,6.329230346,1.095985989,22.61629389,5.487664721,1.59636106,0.7115911,0.632086323,Energy,1
-solar/10T/medium,Kairos_10m,18.87475381,18.75175701,1.751308057,0.767035677,3.74801772,0.953134309,18.09525531,4.344508466,0.964063694,0.388622218,0.353206899,Energy,1
-solar/10T/long,Kairos_10m,19.8978288,19.91892616,1.851552939,0.810446929,3.695683806,0.945560794,19.14383605,4.460698241,0.964108573,0.400183551,0.363499862,Energy,1
-solar/H/short,Kairos_10m,728.6604486,722.2543287,11.40852035,0.880963217,4.851503329,1.096192009,14.47191876,26.99371128,0.994997188,0.42052186,0.369250237,Energy,1
-solar/H/medium,Kairos_10m,731.1075893,726.8118343,11.26094998,0.862083883,5.024127648,0.869450865,15.68261525,27.03900126,0.974007934,0.405645701,0.357972002,Energy,1
-solar/H/long,Kairos_10m,719.706837,717.2635631,11.99304579,0.913622403,6.480797139,0.870100589,16.4780499,26.8273524,0.93015332,0.415820808,0.365656595,Energy,1
-solar/D/short,Kairos_10m,128887.22,138248.8152,253.4257179,0.988675235,1.125668135,0.424552004,7.250994189,359.0086629,0.518645257,0.366113858,0.298755026,Energy,1
-solar/W/short,Kairos_10m,1724042.309,1702531.917,1049.920951,1.14966831,0.23934989,0.205960952,5.211548907,1313.027916,0.268021813,0.214315106,0.161385581,Energy,1
-sz_taxi/15T/short,Kairos_10m,16.71656027,16.76992299,2.765511895,0.552011102,1.0565E+12,0.398875223,5.280649393,4.088589032,0.382300573,0.258587198,0.208897079,Transport,1
-sz_taxi/15T/medium,Kairos_10m,17.05466285,17.06151511,2.828485422,0.551494367,1.08737E+13,0.410716438,10.57946274,4.12972915,0.38434022,0.263237774,0.231693625,Transport,1
-sz_taxi/15T/long,Kairos_10m,16.15779234,16.11721364,2.77039906,0.52302319,7.00833E+12,0.40564965,11.45797907,4.019675652,0.372053995,0.256423186,0.230494889,Transport,1
-sz_taxi/H/short,Kairos_10m,7.251273563,7.275430271,1.868721965,0.57004514,1.101679632,0.299723346,5.339876235,2.692818888,0.250852698,0.174082984,0.141010543,Transport,1
-temperature_rain/D/short,Kairos_10m,170.5559356,180.4207189,5.995170112,1.414163307,39.72589316,1.434223286,24.49561994,13.05970657,1.53747275,0.705790029,0.583723713,Nature,1
-us_births/D/short,Kairos_10m,209347.3418,208010.0311,298.7584456,0.439924569,0.028429703,0.028101218,5.739075333,457.5449068,0.042891122,0.02800618,0.023432893,Healthcare,1
-us_births/W/short,Kairos_10m,3314698.973,3324767.554,1350.922852,1.228312098,0.018144656,0.018334756,10.53156755,1820.631476,0.024714894,0.018338645,0.014700383,Healthcare,1
-us_births/M/short,Kairos_10m,43947173.33,44131778.67,5834.16276,0.659422984,0.018011262,0.018105495,3.125986382,6629.266425,0.020590456,0.01812087,0.013579064,Healthcare,1

results/Kairos_10m/config.json

@@ -1,10 +0,0 @@
-{
-    "model": "Kairos_10m",
-    "model_type": "zero-shot",
-    "model_dtype": "float32",
-    "model_link": "https://huggingface.co/mldi-lab/Kairos_10m",
-    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/kairos.ipynb",
-    "org": "ShanghaiTech University",
-    "testdata_leakage": "No",
-    "replication_code_available": "Yes"
-}

results/Kairos_23m/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-bitbrains_fast_storage/5T/short,Kairos_23m,1707341.794,1784558.671,179.0190917,0.808000842,2.704615412,0.560622395,15.76129876,1306.652897,4.102566949,0.562075675,0.441013666,Web/CloudOps,2
-bitbrains_fast_storage/5T/medium,Kairos_23m,3328570.202,3531051.56,324.7435942,1.081494928,5.97465739,0.70911085,30.98600809,1824.436955,5.543143353,0.986660729,0.86709214,Web/CloudOps,2
-bitbrains_fast_storage/5T/long,Kairos_23m,4568745.259,4653083.681,413.6801344,0.976229155,5.614626186,0.732703378,28.1947039,2137.462341,5.648674774,1.09323308,0.992588002,Web/CloudOps,2
-bitbrains_fast_storage/H/short,Kairos_23m,3413698.149,3045016.897,353.0351745,1.109313467,4.187970438,0.48545739,21.90959844,1847.61959,5.266316019,1.006264929,0.741144631,Web/CloudOps,2
-bitbrains_rnd/5T/short,Kairos_23m,1534957.708,1663030.753,133.5207793,1.752172492,1.338067227,0.549458185,55.81945093,1238.934102,5.069360707,0.546328486,0.462226594,Web/CloudOps,2
-bitbrains_rnd/5T/medium,Kairos_23m,2543514.582,2617378.394,211.131306,4.491108758,2.761358799,0.657647288,168.1060341,1594.839986,6.710304809,0.88833703,0.83501316,Web/CloudOps,2
-bitbrains_rnd/5T/long,Kairos_23m,2646024.019,2724295.42,215.879959,3.418166699,3.199160744,0.623240056,125.8029147,1626.660388,6.231369509,0.826987491,0.779093528,Web/CloudOps,2
-bitbrains_rnd/H/short,Kairos_23m,1829934.461,1698663.671,181.6947208,5.918637469,2.606476248,0.538474269,203.4749602,1352.750702,5.920298987,0.795185004,0.65899633,Web/CloudOps,2
-bizitobs_application/10S/short,Kairos_23m,428854.2467,436366.8048,360.2895687,1.284805938,0.017477108,0.01767147,19.2922527,654.869641,0.025255706,0.013894929,0.011657033,Web/CloudOps,2
-bizitobs_application/10S/medium,Kairos_23m,3848082.191,3803404.211,1085.956001,2.519400122,0.035465608,0.036134312,60.42480203,1961.652923,0.077028339,0.042642297,0.039821635,Web/CloudOps,2
-bizitobs_application/10S/long,Kairos_23m,5454809.804,5394829.469,1420.80945,3.036164922,0.042674628,0.04368477,79.92239677,2335.553426,0.090072967,0.054794946,0.051865761,Web/CloudOps,2
-bizitobs_l2c/5T/short,Kairos_23m,21.71855353,21.86138777,2.762863287,0.283967715,0.159403307,0.158433581,4.481306806,4.660316891,0.160054141,0.094887906,0.080466497,Web/CloudOps,7
-bizitobs_l2c/5T/medium,Kairos_23m,125.9852388,126.4387094,7.447215776,0.75172113,0.526929307,0.694814941,20.48971538,11.22431462,0.590564027,0.391833077,0.362121991,Web/CloudOps,7
-bizitobs_l2c/5T/long,Kairos_23m,309.4200162,310.8392044,11.74248572,1.11161244,0.884080186,0.92823194,35.13115033,17.59033872,0.987671225,0.659323021,0.627991555,Web/CloudOps,7
-bizitobs_l2c/H/short,Kairos_23m,58.27923192,58.40539445,4.730869463,0.480441452,0.456774521,0.536242635,6.449291552,7.634083568,0.411496689,0.255006001,0.216424908,Web/CloudOps,7
-bizitobs_l2c/H/medium,Kairos_23m,64.85084853,64.89934256,4.740805435,0.49038535,0.501237908,0.656779709,9.271107074,8.053002455,0.487621542,0.287062977,0.253086961,Web/CloudOps,7
-bizitobs_l2c/H/long,Kairos_23m,78.84433918,78.94470137,5.141076927,0.555519392,0.618180873,0.692736589,13.19774405,8.879433494,0.542381448,0.31403183,0.285876414,Web/CloudOps,7
-bizitobs_service/10S/short,Kairos_23m,3733.905852,3732.507719,21.3423794,0.83937801,0.081588223,0.076264087,11.14286213,61.10569411,0.045269053,0.015811117,0.013379555,Web/CloudOps,2
-bizitobs_service/10S/medium,Kairos_23m,48475.35173,48416.88268,49.18446468,1.195938998,0.095605106,0.100061225,23.61456548,220.1711873,0.165706014,0.037017385,0.034242579,Web/CloudOps,2
-bizitobs_service/10S/long,Kairos_23m,130500.5745,130369.5168,74.21120669,1.387789888,0.104107327,0.11587307,32.58120384,361.2486325,0.267624542,0.054978036,0.052709078,Web/CloudOps,2
-car_parts/M/short,Kairos_23m,1.35126107,1.31537328,0.55208667,0.984477066,0.691285403,1.78780268,17.95724707,1.162437555,2.787406014,1.323847202,1.067456747,Sales,1
-covid_deaths/D/short,Kairos_23m,4200571.492,4058449.428,290.3054806,41.01133791,0.120935699,0.34891478,1068.641889,2049.529578,0.771145442,0.109228845,0.092407369,Healthcare,1
-electricity/15T/short,Kairos_23m,151495.2357,152907.6878,59.37378781,1.114015098,0.193453193,0.17018331,19.21801586,389.2238889,0.767237016,0.117037441,0.100976263,Energy,1
-electricity/15T/medium,Kairos_23m,357419.005,359468.0345,63.07073961,0.906346837,0.147418971,0.136715352,14.85963536,597.8453019,1.030147651,0.108677235,0.095116077,Energy,1
-electricity/15T/long,Kairos_23m,393679.1096,394906.6041,66.31459815,0.952142182,0.157162891,0.140069446,16.85484711,627.4385305,0.989861214,0.10461941,0.091762582,Energy,1
-electricity/H/short,Kairos_23m,1558370.562,1589332.451,181.873561,0.993847504,0.226693101,0.126667516,13.82499369,1248.347132,0.589308999,0.08585731,0.071976246,Energy,1
-electricity/H/medium,Kairos_23m,6075265.137,6118089.187,258.0729869,1.138975944,0.248377239,0.134842464,18.77937102,2464.805294,0.962094718,0.10073439,0.086806012,Energy,1
-electricity/H/long,Kairos_23m,9848452.691,9908715.864,299.7382446,1.287702513,0.32363146,0.14865293,24.87294107,3138.224449,1.237714828,0.118216678,0.104681863,Energy,1
-electricity/D/short,Kairos_23m,1315988843,1307053715,4336.847313,1.449698347,0.355762507,0.097909129,15.86737479,36276.56052,0.596144367,0.071268804,0.057508934,Energy,1
-electricity/W/short,Kairos_23m,41207838979,41641755155,26355.03477,1.417538512,0.240266199,0.091990789,15.01738318,202997.1403,0.463172493,0.060133493,0.048222479,Energy,1
-ett1/15T/short,Kairos_23m,5.046287597,5.040945261,1.105387792,0.710783211,0.504222102,0.240302058,9.503843586,2.246394355,0.424662022,0.208964296,0.177053945,Energy,7
-ett1/15T/medium,Kairos_23m,9.37870697,9.409024851,1.60489475,1.014918936,0.785989691,0.390423498,18.93467566,3.062467464,0.583709293,0.305894509,0.26927411,Energy,7
-ett1/15T/long,Kairos_23m,8.976488554,8.984341912,1.569445922,1.010603201,0.787634474,0.389888382,20.04390289,2.996078863,0.571055564,0.299137929,0.265214963,Energy,7
-ett1/H/short,Kairos_23m,105.937825,106.9329282,5.14991562,0.852810101,0.519497721,0.269973462,8.610663579,10.29261021,0.480398227,0.240367631,0.197163041,Energy,7
-ett1/H/medium,Kairos_23m,140.8053483,141.0363157,7.060981946,1.316249527,3.4834E+12,0.440387104,24.12348267,11.86614294,0.568360145,0.338204313,0.289715033,Energy,7
-ett1/H/long,Kairos_23m,154.8883624,155.4902709,7.111122511,1.335753115,2.06196E+12,0.457200531,28.455959,12.44541532,0.595983973,0.340536249,0.299249152,Energy,7
-ett1/D/short,Kairos_23m,38758.73978,38879.20092,130.4698161,1.63771442,1.332695709,0.45825865,14.15551161,196.8723947,0.517091894,0.342683313,0.27365841,Energy,7
-ett1/W/short,Kairos_23m,1173650.819,1152782.474,804.0648717,1.425272753,0.516807305,0.516429872,9.4166173,1083.35166,0.43109149,0.319956609,0.253953737,Energy,7
-ett2/15T/short,Kairos_23m,9.203477002,9.268239052,1.884437798,0.798972716,0.113856208,0.135158918,10.22236821,3.03372329,0.144021641,0.089460968,0.074564323,Energy,7
-ett2/15T/medium,Kairos_23m,13.15442562,13.20147098,2.237063072,0.909482641,0.13588952,0.161862105,17.5250791,3.626903035,0.193284218,0.119217134,0.104911461,Energy,7
-ett2/15T/long,Kairos_23m,12.32623053,12.32898447,2.21113724,0.907549653,0.135350556,0.162084741,20.0203573,3.510873186,0.187100775,0.117835498,0.105881471,Energy,7
-ett2/H/short,Kairos_23m,109.576251,109.52402,6.467573708,0.746650059,0.122458384,0.111828774,7.857717911,10.46786755,0.13276168,0.082026826,0.067473941,Energy,7
-ett2/H/medium,Kairos_23m,224.5714778,224.8240202,9.381193697,1.007837385,0.168440071,0.164329425,18.93446311,14.98570912,0.201942051,0.126417607,0.110914282,Energy,7
-ett2/H/long,Kairos_23m,222.4406173,222.0433279,9.194034282,1.008696567,0.174330261,0.170523555,24.13914005,14.91444325,0.204241824,0.125905225,0.114217777,Energy,7
-ett2/D/short,Kairos_23m,112864.7907,107753.8629,196.8557583,1.299417389,0.441465764,0.134760083,11.70359315,335.9535544,0.192275072,0.112665738,0.092540734,Energy,7
-ett2/W/short,Kairos_23m,4150899.216,3851434.076,1378.458293,0.974422298,0.172392256,0.201068219,6.133161686,2037.375571,0.170904557,0.115631505,0.090797113,Energy,7
-hierarchical_sales/D/short,Kairos_23m,27.63740127,28.0194047,2.320944333,0.752799204,0.630752444,1.012782492,8.883299434,5.257128614,1.61282884,0.712040018,0.593441178,Sales,1
-hierarchical_sales/W/short,Kairos_23m,477.5471216,475.1658983,9.405112953,0.739019721,0.582120064,0.469097267,8.142246176,21.85285157,1.003275104,0.431793336,0.365047483,Sales,1
-hospital/M/short,Kairos_23m,3520.236374,3482.872011,19.22710103,0.778595956,0.199949906,0.177208595,7.11413443,59.33157991,0.215387413,0.069798842,0.056159187,Healthcare,1
-jena_weather/10T/short,Kairos_23m,665.6996914,738.7743629,5.319821034,0.287800469,0.371741177,0.286308668,3.175860949,25.80115678,0.160257528,0.033042757,0.028078195,Nature,21
-jena_weather/10T/medium,Kairos_23m,1459.735745,1471.256187,9.794295435,0.631514464,0.76686471,0.468485839,14.7559298,38.20648826,0.234472569,0.060107425,0.054855219,Nature,21
-jena_weather/10T/long,Kairos_23m,1474.013604,1474.98976,9.818192732,0.657502959,0.786090625,0.446823014,17.09893396,38.39288481,0.234932637,0.060079203,0.055633265,Nature,21
-jena_weather/H/short,Kairos_23m,1050.920584,1061.345807,8.200854975,0.529682405,1.375343121,0.391644545,5.918081082,32.4179053,0.198719685,0.050270716,0.043463064,Nature,21
-jena_weather/H/medium,Kairos_23m,1413.997261,1415.30579,10.94789852,0.838833883,3.356717372,0.499567536,16.15376344,37.60315493,0.230100368,0.066992131,0.060483964,Nature,21
-jena_weather/H/long,Kairos_23m,1213.065642,1208.287068,11.93862578,1.067859211,3.607675903,0.502165502,27.99286492,34.82909189,0.209709732,0.071883758,0.065411956,Nature,21
-jena_weather/D/short,Kairos_23m,414.3082141,419.1556883,10.64303979,1.192655032,0.775180214,0.465483169,11.02148995,20.35456249,0.122567733,0.064088494,0.05127791,Nature,21
-kdd_cup_2018/H/short,Kairos_23m,4427.067033,4547.675895,22.57937472,0.946478975,0.886918433,0.497183501,9.870102896,66.53620844,1.392723345,0.472627206,0.387048407,Nature,1
-kdd_cup_2018/H/medium,Kairos_23m,5132.194615,5165.174831,25.18841888,1.037104069,0.949265505,0.552893546,22.98073436,71.63933707,1.499541069,0.527239225,0.480136893,Nature,1
-kdd_cup_2018/H/long,Kairos_23m,4109.150866,4160.615973,24.32751484,1.022176443,1.001448125,0.609091317,26.55714712,64.1026588,1.504107408,0.570821803,0.528577145,Nature,1
-kdd_cup_2018/D/short,Kairos_23m,2729.877292,2882.415445,21.042573,1.183348289,0.526683939,0.458743711,12.03411154,52.24822765,1.170415776,0.471375978,0.389363814,Nature,1
-loop_seattle/5T/short,Kairos_23m,41.21857391,41.74000211,3.5585549,0.565187368,0.095963707,0.075800575,6.04550471,6.420169305,0.110091729,0.06102136,0.049906874,Transport,1
-loop_seattle/5T/medium,Kairos_23m,76.41336493,77.20204798,5.108584848,0.809479209,0.165790482,0.116921678,13.41299602,8.741473842,0.155528782,0.090892222,0.078314894,Transport,1
-loop_seattle/5T/long,Kairos_23m,90.81446073,91.30525049,5.567232231,0.877176524,0.177444604,0.12563399,16.65596941,9.529662152,0.168486386,0.09842981,0.086398042,Transport,1
-loop_seattle/H/short,Kairos_23m,58.2232892,58.66340734,4.262083519,0.863428695,0.121602632,0.098258336,10.86460728,7.630418678,0.135066171,0.075443213,0.063286668,Transport,1
-loop_seattle/H/medium,Kairos_23m,66.37172741,66.25331435,4.786359657,0.978355234,0.132591807,0.108508555,16.08485316,8.146884522,0.143995274,0.084598372,0.073006138,Transport,1
-loop_seattle/H/long,Kairos_23m,59.68090767,60.23684426,4.54657852,0.944957048,0.145220616,0.105705796,17.28279314,7.725341913,0.13806218,0.081253432,0.070962569,Transport,1
-loop_seattle/D/short,Kairos_23m,18.36945918,18.43300042,2.926311011,0.879414473,0.054250849,0.054045953,14.76922716,4.285960706,0.076595843,0.052297087,0.045369863,Transport,1
-m4_daily/D/short,Kairos_23m,396646.5527,401988.9526,180.3247399,3.315577651,0.04465909,0.030930723,35.33684798,629.7988193,0.097286512,0.027855189,0.022857668,Econ/Fin,1
-m4_hourly/H/short,Kairos_23m,1166720.87,1146693.283,223.9427119,1.052534835,0.108654735,0.103211934,10.0369363,1080.148541,0.147464134,0.030573127,0.024380711,Econ/Fin,1
-m4_monthly/M/short,Kairos_23m,1896907.858,1912070.585,568.781396,0.971246858,0.160140477,0.132688364,11.40348175,1377.282781,0.286246644,0.1182123,0.097844071,Econ/Fin,1
-m4_quarterly/Q/short,Kairos_23m,1903249.605,1903418.522,575.5485976,1.191176832,0.120744574,0.104665653,13.7372899,1379.583127,0.230917922,0.0963367,0.079967133,Econ/Fin,1
-m4_weekly/W/short,Kairos_23m,338007.3029,335784.8361,292.2761162,2.476020196,0.071899634,0.070616361,18.93165696,581.3839548,0.10591914,0.053248176,0.042922655,Econ/Fin,1
-m4_yearly/A/short,Kairos_23m,3226780.754,3218642.586,818.7294448,2.983811947,0.163574173,0.13771485,39.06809475,1796.324234,0.288048916,0.131287061,0.109863485,Econ/Fin,1
-m_dense/H/short,Kairos_23m,47900.96206,48249.68888,97.748952,0.848947814,0.323038216,0.241225236,11.92782338,218.8628841,0.388208256,0.1733823,0.145967115,Transport,1
-m_dense/H/medium,Kairos_23m,41303.09042,41285.4816,95.0202017,0.80189121,0.334465831,0.239759647,11.87380326,203.2316177,0.353597352,0.165323152,0.138948911,Transport,1
-m_dense/H/long,Kairos_23m,43088.12026,43001.65535,99.22641762,0.839948397,0.353919713,0.249938733,13.38339459,207.5767816,0.359346113,0.171775606,0.145812086,Transport,1
-m_dense/D/short,Kairos_23m,8286.111559,8278.529345,45.90504214,0.67853632,0.12367634,0.097950838,9.493810009,91.02808116,0.157583073,0.079468418,0.066168307,Transport,1
-restaurant/D/short,Kairos_23m,141.5972164,142.202737,7.269481804,0.696364645,0.714720607,0.399619607,6.176499711,11.89946286,0.547640852,0.334558396,0.269602297,Sales,1
-saugeen/D/short,Kairos_23m,1108.032001,1281.533603,13.75392074,3.055252873,0.31216837,0.352331438,38.2413383,33.28711464,1.078177558,0.445492763,0.376255288,Nature,1
-saugeen/W/short,Kairos_23m,893.4954509,904.9346477,15.29253114,1.240646422,0.450981859,0.42216417,16.8360356,29.89139426,0.902296589,0.461617767,0.386462357,Nature,1
-saugeen/M/short,Kairos_23m,354.9838039,358.2287118,11.91686403,0.698269366,0.341086229,0.340606738,7.901661459,18.84101388,0.565663722,0.357779985,0.300805173,Nature,1
-solar/10T/short,Kairos_23m,34.241154,34.19272553,2.689900692,1.184199488,7.545181486,1.273942407,25.47895426,5.851594142,1.702228089,0.782491814,0.702745494,Energy,1
-solar/10T/medium,Kairos_23m,18.62466252,18.58357906,1.720628738,0.752775746,3.794913401,0.752194433,18.02185436,4.315630025,0.957655453,0.381814355,0.348417012,Energy,1
-solar/10T/long,Kairos_23m,19.25185393,19.3903283,1.842976035,0.806333465,3.450628129,0.785524389,18.97302332,4.387693463,0.948329758,0.39832979,0.362447306,Energy,1
-solar/H/short,Kairos_23m,706.1653341,704.473123,11.24235991,0.868485586,5.023929993,1.050632902,14.78353493,26.57377154,0.979518069,0.41439713,0.364527023,Energy,1
-solar/H/medium,Kairos_23m,708.4717261,704.3536115,11.01345669,0.841780452,5.048762216,0.807035163,15.26293817,26.61713219,0.958811226,0.396730415,0.348079802,Energy,1
-solar/H/long,Kairos_23m,725.9884084,723.2922657,12.07100678,0.917516877,6.628130214,0.920937438,16.50732944,26.94417207,0.934203671,0.418523858,0.36584082,Energy,1
-solar/D/short,Kairos_23m,133078.1359,139097.899,254.3133683,0.992591175,1.130621915,0.425223858,8.188429179,364.7987609,0.527009977,0.367396211,0.303081549,Energy,1
-solar/W/short,Kairos_23m,1419433.958,1438369.51,963.0668386,1.050541519,0.215749582,0.189172881,4.989217959,1191.399999,0.243194516,0.196586011,0.145785997,Energy,1
-sz_taxi/15T/short,Kairos_23m,16.89509476,16.93092615,2.782575109,0.555987108,1.11501E+12,0.40057374,5.448553214,4.11036431,0.384336654,0.260182681,0.210691447,Transport,1
-sz_taxi/15T/medium,Kairos_23m,17.05363022,17.0297247,2.8496483,0.557001753,1.05379E+13,0.413602269,11.52436232,4.129604123,0.384328584,0.265207333,0.235704128,Transport,1
-sz_taxi/15T/long,Kairos_23m,16.25944957,16.18806209,2.807774724,0.530414765,6.56588E+12,0.411599253,12.0531867,4.032300779,0.373222555,0.259882611,0.234653979,Transport,1
-sz_taxi/H/short,Kairos_23m,7.307025407,7.258550881,1.871615388,0.570611393,1.167082243,0.298827038,5.309991265,2.703151015,0.251815199,0.174352524,0.141253212,Transport,1
-temperature_rain/D/short,Kairos_23m,168.7283624,177.8638801,5.980755653,1.405348839,37.6737983,1.409521261,24.60785402,12.9895482,1.529213256,0.704093066,0.581370193,Nature,1
-us_births/D/short,Kairos_23m,206202.3625,204998.1265,296.5690299,0.436686197,0.02805545,0.027780127,5.594592874,454.0951029,0.042567731,0.02780094,0.023262481,Healthcare,1
-us_births/W/short,Kairos_23m,3422206.951,3427590.342,1366.115165,1.241663925,0.018325138,0.018463339,12.02327143,1849.920796,0.025112493,0.018544879,0.014988401,Healthcare,1
-us_births/M/short,Kairos_23m,81163490.67,81312970.67,7400.020833,0.836776873,0.022714441,0.023072151,6.103282184,9009.078236,0.027982136,0.022984414,0.019080748,Healthcare,1

results/Kairos_23m/config.json

@@ -1,10 +0,0 @@
-{
-    "model": "Kairos_23m",
-    "model_type": "zero-shot",
-    "model_dtype": "float32",
-    "model_link": "https://huggingface.co/mldi-lab/Kairos_23m",
-    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/kairos.ipynb",
-    "org": "ShanghaiTech University",
-    "testdata_leakage": "No",
-    "replication_code_available": "Yes"
-}

results/Kairos_50m/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-bitbrains_fast_storage/5T/short,Kairos_50m,1859393.025,1895906.573,191.4840931,0.777266114,3.075856404,0.556909967,15.09210526,1363.595624,4.281353028,0.601212697,0.474591749,Web/CloudOps,2
-bitbrains_fast_storage/5T/medium,Kairos_50m,3617116.576,3786168.797,356.9805528,1.053425503,5.828812637,0.69568294,29.02928915,1901.871861,5.778411984,1.084605513,0.940152242,Web/CloudOps,2
-bitbrains_fast_storage/5T/long,Kairos_50m,5347065.231,5491082.498,472.626398,0.971915712,6.514752641,0.721556412,26.95761055,2312.372209,6.11090933,1.249010455,1.133669183,Web/CloudOps,2
-bitbrains_fast_storage/H/short,Kairos_50m,3790466.007,3773475.471,384.7313619,1.086932016,5.230961917,0.520531875,21.77684911,1946.911915,5.549331401,1.096609359,0.820407234,Web/CloudOps,2
-bitbrains_rnd/5T/short,Kairos_50m,1533813.825,1707646.62,133.5053577,1.717693392,1.41809104,0.524111448,54.78831385,1238.472376,5.067471458,0.546265386,0.457716991,Web/CloudOps,2
-bitbrains_rnd/5T/medium,Kairos_50m,2273023.479,2377314.928,184.45203,4.456124703,1.910063072,0.618703098,167.2992549,1507.65496,6.34347296,0.776083716,0.727873337,Web/CloudOps,2
-bitbrains_rnd/5T/long,Kairos_50m,2547494.005,2616006.238,216.6253947,3.38159377,3.234311451,0.590594225,124.7980449,1596.087092,6.114250098,0.829843088,0.784425776,Web/CloudOps,2
-bitbrains_rnd/H/short,Kairos_50m,1820958.458,1770432.862,179.2651649,5.741018387,2.43819341,0.52154564,200.0163663,1349.428938,5.905761322,0.784552078,0.650610652,Web/CloudOps,2
-bizitobs_application/10S/short,Kairos_50m,474754.098,478055.7495,369.6837068,1.540312786,0.020862356,0.02120089,23.92358334,689.0240184,0.026572904,0.014257224,0.011454249,Web/CloudOps,2
-bizitobs_application/10S/medium,Kairos_50m,3102011.245,3048442.928,976.253023,2.274304038,0.032161208,0.032683953,55.00321834,1761.252749,0.069159213,0.038334584,0.035262935,Web/CloudOps,2
-bizitobs_application/10S/long,Kairos_50m,4840797.506,4772801.644,1321.560514,2.907980515,0.040301668,0.041303781,77.6355305,2200.181244,0.084852203,0.050967311,0.048136903,Web/CloudOps,2
-bizitobs_l2c/5T/short,Kairos_50m,20.73574656,20.84141728,2.674121444,0.274380122,0.153384109,0.157241041,4.210190709,4.553652003,0.156390837,0.091840152,0.077865696,Web/CloudOps,7
-bizitobs_l2c/5T/medium,Kairos_50m,151.1522163,152.7400397,8.321643368,0.826131405,0.602234835,0.79061562,22.90675997,12.29439776,0.646866138,0.437840829,0.409104329,Web/CloudOps,7
-bizitobs_l2c/5T/long,Kairos_50m,325.0179643,329.4567715,12.7999909,1.224763161,0.913108588,1.101895414,39.36157586,18.02825461,1.012259547,0.718700355,0.688543969,Web/CloudOps,7
-bizitobs_l2c/H/short,Kairos_50m,57.91809892,58.5556723,4.736005423,0.480059553,0.45162486,0.553507846,4.586802967,7.610394137,0.410219768,0.255282842,0.20851936,Web/CloudOps,7
-bizitobs_l2c/H/medium,Kairos_50m,63.73390488,63.67394802,4.684195818,0.474470152,0.485989131,0.708163446,6.840211445,7.983351732,0.483404085,0.283635179,0.238645077,Web/CloudOps,7
-bizitobs_l2c/H/long,Kairos_50m,76.49806179,76.72765939,5.158500381,0.556074308,0.603111698,0.714666628,11.13733155,8.746317042,0.53425031,0.315096105,0.277948554,Web/CloudOps,7
-bizitobs_service/10S/short,Kairos_50m,3121.050634,3168.797398,21.07442242,0.909076806,0.092010181,0.063097711,12.77227131,55.86636407,0.041387589,0.015612606,0.012906506,Web/CloudOps,2
-bizitobs_service/10S/medium,Kairos_50m,31113.11522,30839.08518,43.24961181,1.108338697,0.086811396,0.081545835,22.79641562,176.3891018,0.132754587,0.032550675,0.029779048,Web/CloudOps,2
-bizitobs_service/10S/long,Kairos_50m,132030.3125,131965.1704,73.82499945,1.405237841,0.102216737,0.108052115,33.73356756,363.3597562,0.26918853,0.054691921,0.052381197,Web/CloudOps,2
-car_parts/M/short,Kairos_50m,1.414383305,1.334951029,0.558874637,0.999470277,0.681762091,1.782883487,17.05439855,1.189278481,2.851767801,1.34012405,1.085418217,Sales,1
-covid_deaths/D/short,Kairos_50m,3580828.426,3557598.145,290.0575531,42.00239176,0.123081455,0.157623721,1220.94577,1892.307699,0.711989947,0.109135561,0.096761458,Healthcare,1
-electricity/15T/short,Kairos_50m,152185.9318,153507.6004,57.34764455,1.067538813,0.184793556,0.160299234,17.79196962,390.1101535,0.768984019,0.113043513,0.097225397,Energy,1
-electricity/15T/medium,Kairos_50m,277731.7063,278646.5793,58.35341668,0.883097662,0.139763041,0.130736294,14.27574336,527.0025676,0.908078487,0.100548812,0.087194536,Energy,1
-electricity/15T/long,Kairos_50m,356994.5982,358996.9872,64.06950792,0.936887595,0.154274704,0.135775034,16.58496097,597.4902494,0.942614128,0.101077504,0.088594224,Energy,1
-electricity/H/short,Kairos_50m,1518109.226,1562907.483,174.8803717,0.949474205,0.221146524,0.120495848,13.63652791,1232.115752,0.581646629,0.082556025,0.06915336,Energy,1
-electricity/H/medium,Kairos_50m,5571500.482,5588592.121,245.2659689,1.097297265,0.25350753,0.129798362,18.9808748,2360.40261,0.92134291,0.095735389,0.08292229,Energy,1
-electricity/H/long,Kairos_50m,9082957.177,9101245.658,288.5171285,1.248374157,0.308570919,0.142595428,25.39900142,3013.794481,1.188639685,0.113791073,0.101266118,Energy,1
-electricity/D/short,Kairos_50m,1248351582,1251751137,4251.995652,1.43649799,0.321572368,0.097051711,15.87298451,35332.01922,0.580622417,0.06987441,0.056563829,Energy,1
-electricity/W/short,Kairos_50m,42773897882,42563774916,26643.75409,1.42843091,0.246369676,0.09290708,15.16564683,206818.5144,0.471891607,0.060792255,0.049238666,Energy,1
-ett1/15T/short,Kairos_50m,5.165115501,5.264231797,1.141816796,0.719104212,0.523534821,0.248611826,8.234283115,2.272689046,0.429632813,0.215850894,0.178675105,Energy,7
-ett1/15T/medium,Kairos_50m,10.10533617,10.16933795,1.63775785,1.022493869,0.774998435,0.395545879,18.25644554,3.17888914,0.605899379,0.312158248,0.273001623,Energy,7
-ett1/15T/long,Kairos_50m,8.853108631,8.880000675,1.579386801,1.012680489,0.793426423,0.389877963,19.0526992,2.975417388,0.567117466,0.30103267,0.264197838,Energy,7
-ett1/H/short,Kairos_50m,107.0877701,108.5887301,5.09058598,0.837936409,0.507895703,0.261678663,8.594493947,10.34832209,0.482998529,0.237598474,0.193503729,Energy,7
-ett1/H/medium,Kairos_50m,135.0111678,136.2789804,6.800880085,1.275834324,2.60577E+12,0.426364182,23.91029885,11.61943062,0.556543209,0.32574605,0.27976782,Energy,7
-ett1/H/long,Kairos_50m,146.0603763,147.2046833,6.867089016,1.281688514,3.06197E+12,0.435697724,28.4452898,12.0855441,0.57875052,0.328850013,0.290574828,Energy,7
-ett1/D/short,Kairos_50m,41755.00513,41961.04904,139.5849564,1.785173239,1.433147215,0.485441241,14.67657218,204.3404148,0.536706898,0.366624532,0.289489663,Energy,7
-ett1/W/short,Kairos_50m,2153185.844,2085116.145,944.0636379,1.485292829,0.616860242,0.511878408,13.13188023,1467.373791,0.583903065,0.375665461,0.298061675,Energy,7
-ett2/15T/short,Kairos_50m,8.424481214,8.431180281,1.784239681,0.768928799,0.111529115,0.132711843,8.622286122,2.902495687,0.137791799,0.084704207,0.06998294,Energy,7
-ett2/15T/medium,Kairos_50m,13.8397496,13.82079922,2.273352646,0.929703183,0.138929158,0.167057506,17.92224457,3.720181394,0.19825519,0.121151071,0.107114016,Energy,7
-ett2/15T/long,Kairos_50m,12.82068073,12.78033339,2.260576486,0.931296981,0.141632767,0.168528531,19.96997419,3.580597818,0.190816526,0.120470205,0.108143276,Energy,7
-ett2/H/short,Kairos_50m,114.2573788,114.2044238,6.57644948,0.7502733,0.122897048,0.111602583,7.906534851,10.68912432,0.135567832,0.083407674,0.068441677,Energy,7
-ett2/H/medium,Kairos_50m,231.2604804,233.4488848,9.848766636,1.045914985,0.17425909,0.167788134,19.59925391,15.20725092,0.204927468,0.132718453,0.11629653,Energy,7
-ett2/H/long,Kairos_50m,220.8514104,220.8830466,9.262856604,1.022710757,0.177085177,0.176331057,24.00075498,14.8610703,0.203510922,0.126847693,0.114722352,Energy,7
-ett2/D/short,Kairos_50m,112943.3102,109548.9818,200.7072229,1.340029417,0.437446402,0.136124482,11.61837716,336.0703946,0.192341943,0.114870032,0.093753119,Energy,7
-ett2/W/short,Kairos_50m,5338131.795,5203102.11,1609.780385,1.164997698,0.194499319,0.228787634,7.208596958,2310.439741,0.193810452,0.13503588,0.107803016,Energy,7
-hierarchical_sales/D/short,Kairos_50m,27.28709216,28.09181395,2.290182335,0.744619214,0.606006926,1.021866525,9.134164445,5.223704831,1.602574793,0.702602578,0.587669947,Sales,1
-hierarchical_sales/W/short,Kairos_50m,458.3533465,461.3533303,9.157517712,0.729670587,0.570236492,0.462583864,8.227431206,21.40918837,0.98290631,0.420426117,0.356151975,Sales,1
-hospital/M/short,Kairos_50m,3344.590542,3287.376472,18.70543868,0.773676409,0.198966637,0.178374902,7.232407981,57.83243504,0.209945169,0.067905086,0.054445767,Healthcare,1
-jena_weather/10T/short,Kairos_50m,588.5397406,647.8586392,5.198390945,0.284913144,0.349235101,0.313635662,2.676367663,24.25983802,0.150684006,0.032288524,0.02655814,Nature,21
-jena_weather/10T/medium,Kairos_50m,1511.311017,1512.724232,9.978306859,0.627679752,0.774745832,0.4849722,13.92840437,38.87558382,0.238578797,0.0612367,0.054970218,Nature,21
-jena_weather/10T/long,Kairos_50m,1546.16145,1549.417083,9.980570664,0.645286124,0.801083221,0.451684113,16.38695187,39.32125952,0.240613521,0.061072821,0.056167538,Nature,21
-jena_weather/H/short,Kairos_50m,1086.585766,1089.305577,8.460113015,0.560436148,1.449401524,0.455677833,6.979475606,32.9634004,0.202063536,0.051859952,0.044385481,Nature,21
-jena_weather/H/medium,Kairos_50m,1505.286199,1506.090058,11.22069069,0.857690675,2.54889791,0.517302779,17.41095061,38.79801797,0.237411947,0.068661395,0.061741582,Nature,21
-jena_weather/H/long,Kairos_50m,1192.895535,1201.217889,11.42615049,1.035467669,2.670123256,0.481627523,27.26896082,34.5383198,0.207958962,0.068798089,0.061903489,Nature,21
-jena_weather/D/short,Kairos_50m,430.3252873,427.8099919,10.56173814,1.122478737,0.776305575,0.463632688,9.369381566,20.74428324,0.124914489,0.063598925,0.050842244,Nature,21
-kdd_cup_2018/H/short,Kairos_50m,4423.00621,4521.612552,22.35811906,0.936497383,0.865647907,0.495410356,10.3724855,66.50568555,1.392084446,0.467995924,0.387665232,Nature,1
-kdd_cup_2018/H/medium,Kairos_50m,5101.574262,5145.10676,25.18947189,1.042339793,0.977360496,0.553608629,21.30156337,71.42530548,1.495061001,0.527261267,0.473833851,Nature,1
-kdd_cup_2018/H/long,Kairos_50m,4086.297501,4139.237693,24.23591298,1.020022283,1.039520966,0.606979002,25.08223864,63.92415428,1.499918971,0.568672453,0.52287054,Nature,1
-kdd_cup_2018/D/short,Kairos_50m,2715.186615,2834.747051,20.78310564,1.176038485,0.529615013,0.454773322,12.19857362,52.10745259,1.167262265,0.465563634,0.385130423,Nature,1
-loop_seattle/5T/short,Kairos_50m,39.50931554,40.3244091,3.461945374,0.54921742,0.093988561,0.073542008,5.598254631,6.285643606,0.10778491,0.05936472,0.048348954,Transport,1
-loop_seattle/5T/medium,Kairos_50m,77.25818295,79.11513807,5.113389333,0.811052493,0.170814678,0.11671389,13.50493768,8.789663415,0.156386173,0.090977703,0.078503912,Transport,1
-loop_seattle/5T/long,Kairos_50m,91.6434602,93.12734209,5.531505158,0.873930664,0.180681217,0.124585919,16.76076789,9.573059083,0.169253653,0.097798148,0.085987464,Transport,1
-loop_seattle/H/short,Kairos_50m,54.33541909,54.70702461,4.089501762,0.830537226,0.115226523,0.094187465,10.97928907,7.371256276,0.130478733,0.07238834,0.060876962,Transport,1
-loop_seattle/H/medium,Kairos_50m,61.44919655,61.15202069,4.565432201,0.9380787,0.123629269,0.103425326,15.93332211,7.838953792,0.138552633,0.080693504,0.06989731,Transport,1
-loop_seattle/H/long,Kairos_50m,55.99017993,56.41888305,4.337624523,0.90673465,0.132348799,0.100673378,17.1753599,7.482658614,0.133725105,0.077519145,0.068042935,Transport,1
-loop_seattle/D/short,Kairos_50m,18.52714292,18.56323141,2.889923523,0.873032537,0.053492156,0.053302621,14.72432294,4.304316777,0.07692389,0.051646794,0.044789456,Transport,1
-m4_daily/D/short,Kairos_50m,404480.1803,408458.6218,180.7881428,3.30995315,0.045401151,0.03120442,38.02919375,635.987563,0.098242502,0.027926772,0.023009329,Econ/Fin,1
-m4_hourly/H/short,Kairos_50m,955905.4409,960364.1019,210.2623817,1.019491024,0.102742231,0.095853622,10.33854687,977.7041684,0.133478215,0.028705459,0.022277235,Econ/Fin,1
-m4_monthly/M/short,Kairos_50m,1888605.507,1905221.489,566.016827,0.973541534,0.15798614,0.132389552,12.49722163,1374.265443,0.285619537,0.117637728,0.098244516,Econ/Fin,1
-m4_quarterly/Q/short,Kairos_50m,1851646.548,1851589.755,578.9015635,1.206708185,0.122731953,0.105711689,15.47908243,1360.752199,0.227765956,0.096897928,0.081090363,Econ/Fin,1
-m4_weekly/W/short,Kairos_50m,350282.7948,342247.6443,303.2645621,2.431395293,0.076217278,0.07408593,20.03375849,591.8469353,0.107825333,0.0552501,0.044314932,Econ/Fin,1
-m4_yearly/A/short,Kairos_50m,3281788.821,3281350.4,833.4983668,3.044331239,0.16515814,0.140944585,47.48120055,1811.570816,0.290493776,0.133655326,0.11400675,Econ/Fin,1
-m_dense/H/short,Kairos_50m,48021.62194,48189.77842,95.69494292,0.837500594,0.334651014,0.231534621,13.30495925,219.1383625,0.388696886,0.169738999,0.14469597,Transport,1
-m_dense/H/medium,Kairos_50m,39322.67852,39322.3823,90.65505082,0.771879837,0.329843712,0.232506273,12.67312661,198.2994668,0.345016032,0.157728341,0.134242315,Transport,1
-m_dense/H/long,Kairos_50m,40222.16097,40198.09126,93.80588077,0.802050862,0.343733928,0.237319099,14.20688609,200.5546334,0.347189736,0.162391855,0.139522713,Transport,1
-m_dense/D/short,Kairos_50m,7916.943304,7938.128376,44.29911886,0.671495166,0.123345113,0.096759587,9.663077388,88.97720666,0.154032706,0.076688328,0.064397125,Transport,1
-restaurant/D/short,Kairos_50m,140.1237592,141.2470529,7.228977495,0.692931762,0.704488942,0.398910108,6.620843457,11.83738819,0.544784031,0.332694294,0.269871618,Sales,1
-saugeen/D/short,Kairos_50m,936.8498176,1119.693293,12.52292173,2.781401227,0.286591548,0.321401168,34.67216938,30.60800251,0.991400479,0.405620413,0.332404681,Nature,1
-saugeen/W/short,Kairos_50m,902.9603745,923.9052747,14.91398416,1.209895312,0.42131126,0.399116245,15.43171781,30.04929907,0.907063077,0.450191012,0.375871821,Nature,1
-saugeen/M/short,Kairos_50m,373.6656669,376.9704953,11.9940023,0.702779869,0.341025159,0.339837744,9.544651426,19.3304337,0.580357572,0.360095907,0.306651125,Nature,1
-solar/10T/short,Kairos_50m,31.05741108,31.65870506,2.532276401,1.11778936,6.795422657,1.309459949,22.72021849,5.572917646,1.621161127,0.736638925,0.648568364,Energy,1
-solar/10T/medium,Kairos_50m,18.68836707,18.67212164,1.711743919,0.74922253,3.651725607,0.785634443,17.02272027,4.323004403,0.959291857,0.379842778,0.341880425,Energy,1
-solar/10T/long,Kairos_50m,18.87930919,18.97296966,1.786490282,0.781561492,3.356449826,0.672876267,17.71496927,4.345032703,0.939109317,0.386121298,0.346967491,Energy,1
-solar/H/short,Kairos_50m,701.370366,711.6082536,10.93042915,0.844024776,4.763235367,0.863297421,13.92895042,26.48339793,0.976186868,0.402899259,0.348278462,Energy,1
-solar/H/medium,Kairos_50m,704.5910831,714.5251452,11.13871129,0.852412238,4.885715744,0.854922327,15.23863931,26.54413463,0.956181683,0.401242378,0.348896747,Energy,1
-solar/H/long,Kairos_50m,718.9796879,723.1976859,11.98387975,0.912655434,6.906881422,1.01813983,17.12603183,26.8137966,0.929683315,0.415503005,0.364192226,Energy,1
-solar/D/short,Kairos_50m,130743.0957,139400.5272,254.9196083,0.995196489,1.123354658,0.426924223,7.349796348,361.5841475,0.522365955,0.368272021,0.30062322,Energy,1
-solar/W/short,Kairos_50m,1387663.955,1450200.784,928.6871969,1.013478148,0.205651775,0.180864472,5.228532047,1177.991492,0.240457504,0.189568267,0.144666621,Energy,1
-sz_taxi/15T/short,Kairos_50m,16.69964544,16.77801924,2.758025874,0.550346844,1.00246E+12,0.396922753,5.315816891,4.086519967,0.382107106,0.257887223,0.208488519,Transport,1
-sz_taxi/15T/medium,Kairos_50m,16.77671943,16.77064254,2.802017281,0.546180246,1.06112E+13,0.409229129,9.106818545,4.095939383,0.381195518,0.260774472,0.22627041,Transport,1
-sz_taxi/15T/long,Kairos_50m,16.08016981,16.04621383,2.748618542,0.519517046,7.78138E+12,0.402883812,10.2055382,4.010008704,0.37115924,0.254407221,0.226165568,Transport,1
-sz_taxi/H/short,Kairos_50m,7.225723914,7.241094466,1.863642401,0.567262774,1.063674053,0.298543224,5.448591703,2.688070668,0.250410372,0.173609791,0.140658008,Transport,1
-temperature_rain/D/short,Kairos_50m,168.3354179,179.2370264,5.900764702,1.381027354,34.0699801,1.429881937,24.24066362,12.97441397,1.527431557,0.694676017,0.575360018,Nature,1
-us_births/D/short,Kairos_50m,189073.1956,188141.2082,272.5702897,0.401353423,0.026126218,0.025713137,5.566167923,434.8254772,0.04076136,0.025551253,0.021406951,Healthcare,1
-us_births/W/short,Kairos_50m,3006552.911,3010076.897,1313.646484,1.194214344,0.017668725,0.017781145,11.75990854,1733.941438,0.023538085,0.017832622,0.014462162,Healthcare,1
-us_births/M/short,Kairos_50m,60816298.67,60781960,6681.496094,0.756184961,0.020494023,0.020749506,5.042984677,7798.480536,0.024222027,0.020752681,0.016539774,Healthcare,1

results/Kairos_50m/config.json

@@ -1,10 +0,0 @@
-{
-    "model": "Kairos_50m",
-    "model_type": "zero-shot",
-    "model_dtype": "float32",
-    "model_link": "https://huggingface.co/mldi-lab/Kairos_50m",
-    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/kairos.ipynb",
-    "org": "ShanghaiTech University",
-    "testdata_leakage": "No",
-    "replication_code_available": "Yes"
-}

results/Lag-Llama/config.json

@@ -2,8 +2,5 @@
     "model": "Lag-Llama",
     "model_type": "pretrained",
     "model_dtype": "float32",
-    "model_link": "https://huggingface.co/time-series-foundation-models/Lag-Llama",
-    "org": "Morgan Stanley & Service Now",
-    "testdata_leakage": "Yes",
-    "replication_code_available": "No"
+    "model_link": "https://huggingface.co/time-series-foundation-models/Lag-Llama"
 }

results/Lingjiang/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-sz_taxi/15T/short,Lingjiang,17.09323329017276,17.386402977837456,2.8361871821830853,0.5671442573738626,1174271885554.2747,0.41391644502276864,4.4164362710667655,4.134396363457761,0.3865837599108391,0.26519564364706477,0.2088630352872326,Transport,1
-sz_taxi/15T/medium,Lingjiang,17.21445792434562,17.514251552483973,2.9012683835803954,0.5629482017337738,10647864730398.818,0.420859646594417,7.359556932369601,4.149030962085679,0.38613655459189805,0.27001142864910843,0.22888953052411917,Transport,1
-sz_taxi/15T/long,Lingjiang,16.0140947738604,16.15976395566239,2.7994916519208513,0.5266544729112937,7095435715620.177,0.41183234812600794,8.351346494999227,4.001761458890372,0.37039587407490804,0.2591159338283382,0.22517247657610712,Transport,1
-ett1/W/short,Lingjiang,934043.8571428572,947159.0,790.3670479910714,1.4737426040551591,0.6101730210440499,0.5210852862135302,9.820853035160889,966.4594441273039,0.38457728002962416,0.3145059126779166,0.24913932511091272,Energy,7
-jena_weather/H/short,Lingjiang,1193.8501848493304,1208.3259932056703,9.578534883962837,0.6138052619383408,1.863594383941177,0.6316858060715952,5.381475698617071,34.55213719655168,0.21180240260988445,0.05871580939741089,0.04919520614165182,Nature,21
-jena_weather/H/medium,Lingjiang,1297.6031746031747,1307.8561507936508,11.358327132936507,0.9872609969998994,3.3926952205216447,0.742350333050968,14.921345951635312,36.022259432234044,0.2204265941250247,0.06950361816090492,0.059438166565082017,Nature,21
-jena_weather/H/long,Lingjiang,1811.4849206349206,1837.1756613756613,14.870024181547619,1.7036503568567323,2.949063884971797,0.8200739450141611,36.74916733824333,42.561542742655845,0.25626764233661453,0.08953402045444432,0.0788971210232101,Nature,21
-m_dense/H/short,Lingjiang,56631.89229166666,56800.576736111114,112.90510443793403,0.9664262184532758,0.377370882363476,0.2814634009501656,9.238169080076567,237.9745622785483,0.42210761464237084,0.2002655403961221,0.16331943563923426,Transport,1
-m_dense/H/medium,Lingjiang,45420.64666666667,45423.653333333335,104.41352430555555,0.8804006605805744,0.36356739349609785,0.2614305755106678,8.759647794720259,213.12120182343818,0.37080397737034576,0.18166634653191666,0.14737409299407392,Transport,1
-m_dense/H/long,Lingjiang,49752.48987654321,49573.60592592593,111.23660493827161,0.9419306312193415,0.41018671183221617,0.2705995697473848,9.47996512382366,223.05266166657418,0.3861371511555014,0.1925670171974051,0.15693379160316637,Transport,1
-solar/W/short,Lingjiang,1960827.0218978103,1931086.401459854,1143.7363138686133,1.2745701544246,0.26682154105527556,0.22508404991847766,7.160781461501847,1400.2953338127677,0.28583528674232206,0.23346517647965948,0.1795946046722768,Energy,1
-ett2/D/short,Lingjiang,127917.14285714286,125213.21904761904,217.22093253968254,1.409814638887418,0.41028955853174603,0.14565096545073425,12.304443440561512,357.65506127712337,0.20469542797939055,0.12432127087344728,0.10254958679143258,Energy,7
-saugeen/M/short,Lingjiang,821.346912202381,812.7466517857143,18.786626906622026,1.1000416552043357,0.7276654016403925,0.5518138153362566,12.341764029571204,28.659150584104562,0.860433677181315,0.5640308990896521,0.4597692693518234,Nature,1
-us_births/D/short,Lingjiang,2826943.5733333332,2767791.5733333332,1238.2691666666667,1.8224119325817063,0.12258313496907552,0.11965751761143395,26.734568368331193,1681.3517101824154,0.1576130794474118,0.11607768640027098,0.10097962706084157,Healthcare,1
-saugeen/D/short,Lingjiang,1119.9961458333332,1123.9998958333333,15.4671484375,3.4350743055523565,0.46237904866536456,0.42182195556561747,49.05696560926704,33.46634347868517,1.0839828391469435,0.5009846231772188,0.43951157433521065,Nature,1
-bizitobs_application/10S/short,Lingjiang,9553505.848888889,9514224.071111111,1451.8597222222222,6.286112010241561,0.09175194634331597,0.0917911630043546,62.00851907684117,3090.874609053057,0.11920267909227933,0.055992426236948833,0.04477444122233195,Web/CloudOps,2
-bizitobs_application/10S/medium,Lingjiang,38072316.586666666,38252482.56,3302.0416666666665,14.387804728830615,0.2129423395792643,0.2000370956039799,158.41181211429534,6170.27686466877,0.2422886122656452,0.12966145776068874,0.11724607413195814,Web/CloudOps,2
-bizitobs_application/10S/long,Lingjiang,43412484.55111111,43363701.19111111,3864.6633333333334,19.528228877502624,0.29758646647135417,0.2568691437691168,196.7394898977901,6588.815109798658,0.25410426253827,0.14904461726584523,0.13530558714350346,Web/CloudOps,2
-us_births/W/short,Lingjiang,4952630.285714285,4914044.571428572,1619.2280970982142,1.4719038040047356,0.021840855479240417,0.021891268192348306,11.998193407821105,2225.450580380136,0.030210273413381852,0.021980862645627184,0.017531634559094456,Healthcare,1
-hierarchical_sales/W/short,Lingjiang,474.56658521749205,485.61599990068856,11.611765522067829,0.8532678474854984,0.9547392777979034,0.5492071498136553,7.406421840175275,21.784549231450534,1.0001393108314858,0.5331018348551086,0.41534321791432344,Sales,1
-ett2/15T/short,Lingjiang,7.304725138346354,7.388636634463356,1.7280328659784225,0.755450170575806,0.1109275996181732,0.13233627908806683,5.027568057151543,2.7027255018492635,0.12830799794028813,0.0820358698125295,0.06468501154439725,Energy,7
-ett2/15T/medium,Lingjiang,9.417513640873016,9.406885540674603,1.9176648530505953,0.8102434393985944,0.12510297214776597,0.15249707628553727,9.903711351508937,3.0687967741238613,0.16354173501807104,0.10219583124418731,0.0863454473480228,Energy,7
-ett2/15T/long,Lingjiang,9.139844680059523,9.112584790426586,1.9217139253162203,0.8189941522786657,0.12683853355144326,0.15527791717027067,11.138921354033528,3.0232176038220477,0.16111273320475183,0.10241161025058418,0.08812990126301982,Energy,7
-electricity/D/short,Lingjiang,3690691163.269766,3749371098.125838,6297.337263513514,1.825122512966233,0.6999188601849841,0.13103219884045708,15.254432410985517,60751.05894772342,0.9983416598539446,0.10348616543007227,0.08229310686538788,Energy,1
-solar/10T/short,Lingjiang,7.971274427427863,8.137727385657838,1.0961543851235198,0.462802415535418,1.9123008104950558,1.4585079224571553,3.6283600508181397,2.8233445463541753,0.8213106059319867,0.3188711853830772,0.2561423437975909,Energy,1
-solar/10T/medium,Lingjiang,7.30529797576587,7.445224747618751,1.1026903179044667,0.4762752678565837,1.5468000155097679,1.4105413662397628,3.5098566111266103,2.702831473800368,0.5997690350163539,0.2446913595250988,0.19642906234134852,Energy,1
-solar/10T/long,Lingjiang,5.771575383219599,5.832640472931874,0.970011247200204,0.4178728686754567,1.3346674182704028,1.398590857213463,2.934618715582179,2.402410327820707,0.5192425663451602,0.20965241597042147,0.16677663458486577,Energy,1
-bitbrains_rnd/5T/short,Lingjiang,1454676.3283585014,1494937.345909339,134.2604387692385,4.896481511820496,1.4175650688905905,0.7594272120753072,147.95764243714765,1206.0996345072415,4.935011534888143,0.5493549579558862,0.4637727868272927,Web/CloudOps,2
-bitbrains_rnd/5T/medium,Lingjiang,2273789.872997734,2313939.890607318,170.1899805013223,12.308572831484428,1.8745901569497507,0.7930135085822246,520.4164828195159,1507.9091063448534,6.344542271617249,0.7160760028260043,0.6592322518507768,Web/CloudOps,2
-bitbrains_rnd/5T/long,Lingjiang,2914635.2722429223,2955469.1726222956,213.55429364347947,15.358232684244904,3.434647996477651,0.7831883359010346,556.0979504987027,1707.2302926796146,6.540014637915582,0.8180783883736876,0.7395778802399846,Web/CloudOps,2
-m4_yearly/A/short,Lingjiang,3936182.7263573315,3940952.357534604,926.3724553435405,3.4868375752066854,0.17393223924764972,0.15295901769111292,48.18305387001156,1983.9815337742766,0.31814063371167794,0.14854811649147528,0.1275370953666668,Econ/Fin,1
-ett2/H/short,Lingjiang,89.04362444196428,89.76956031436012,6.018736049107143,0.7099558829055521,0.11579877961710715,0.10795171174971493,4.9516478976436655,9.436292939601032,0.11967844475334054,0.07633431627743249,0.060648775917624805,Energy,7
-ett2/H/medium,Lingjiang,162.27760416666666,162.34384300595238,7.973710123697916,0.907039326082194,0.15990741471564449,0.1551258809372724,10.553095233885985,12.738822715096818,0.17166382811626876,0.10745087161792942,0.09012610337599822,Energy,7
-ett2/H/long,Lingjiang,203.03371362433862,203.1843253968254,8.661400462962963,0.9753604010915986,0.1753028890534151,0.1665938242831186,15.46816916513478,14.248989915932238,0.19512895006611786,0.11861121303415395,0.10311387342623744,Energy,7
-sz_taxi/H/short,Lingjiang,7.773222311949119,7.7306772867838545,1.952469198112814,0.5932086240553479,0.8541937934027778,0.312534350797163,5.0204712814012,2.788049912026167,0.25972405404837795,0.1818845542725299,0.14649103854196774,Transport,1
-m_dense/D/short,Lingjiang,19804.687407407408,18806.54,87.40711226851852,1.2007316328104565,0.20896806992629088,0.1764104723064206,8.72343824704361,140.72912778599678,0.24362292699974167,0.1513146344787508,0.11454439973549187,Transport,1
-solar/D/short,Lingjiang,111434.15377128954,118397.84817518249,256.7090556569343,1.001682357126927,1.0344546872623936,0.4374496389920945,5.980117795658627,333.81754563127674,0.48225268020663853,0.37085716956476394,0.2769877237352596,Energy,1
-ett1/D/short,Lingjiang,37461.76190476191,37928.276190476194,129.57366071428572,1.6221098555549,1.2298961821056547,0.4697289031690134,10.953606401513925,193.55041179176527,0.5083665767038218,0.3403295178683078,0.2699848904414602,Energy,7
-kdd_cup_2018/H/short,Lingjiang,4209.314949408824,4216.908606780375,23.61135662573143,0.984102320635578,0.9781430452791183,0.5141915555291138,8.099185907929957,64.87923357599736,1.3580398573445713,0.49422845518296776,0.39632909174029174,Nature,1
-kdd_cup_2018/H/medium,Lingjiang,4845.177616249731,4861.564490791731,26.19779684160988,1.1098394040784967,1.1810039223819655,0.5766375241276097,13.33649079388805,69.60731007767598,1.457007068819303,0.5483673358893288,0.46181373879234333,Nature,1
-kdd_cup_2018/H/long,Lingjiang,3777.00968693059,3803.853777661251,23.727969318494736,1.0484847535977073,1.1259852954507164,0.6109661612949059,17.113950961780642,61.45738106143631,1.4420385148776678,0.556754047213631,0.48712247821121907,Nature,1
-electricity/15T/short,Lingjiang,106979.23249725068,107181.7422578499,46.46277012043171,0.8784644069041138,0.13553034983860776,0.15343672736125977,8.811451409216483,327.0767990812719,0.6447328516706035,0.09158727968601092,0.07531089291314144,Energy,1
-electricity/15T/medium,Lingjiang,255490.10428068694,255875.68903265765,54.502327594928914,0.8566204719397901,0.1281595765067794,0.13442819134255826,8.821427516852031,505.46028951905504,0.8709589721345719,0.09391299812333029,0.07809937535060471,Energy,1
-electricity/15T/long,Lingjiang,334741.3973020364,335076.2592161693,60.12559493917746,0.9148428045415958,0.1344224968796469,0.13701520395166672,10.056061198522244,578.5684033042562,0.9127626100349774,0.09485549963178525,0.07962718340403302,Energy,1
-bizitobs_l2c/H/short,Lingjiang,87.81773933531746,89.68966238839286,6.0466109987289185,0.6132358461152132,0.5974742422858588,0.7479992598736441,4.581464839162259,9.371111958317298,0.5051269343858105,0.32592781846989066,0.25796571862790607,Web/CloudOps,7
-bizitobs_l2c/H/medium,Lingjiang,124.88249627976191,125.34395461309524,6.777444312686012,0.6772106649665172,0.5648209363825983,0.8958428998502589,7.0525878583762385,11.175083725850197,0.6766682935776718,0.41038454747989217,0.3411844013367673,Web/CloudOps,7
-bizitobs_l2c/H/long,Lingjiang,89.15849454365079,87.8366691468254,5.973435174851191,0.6403397953288085,0.7194376691083268,0.7969727165870376,6.905730267625824,9.44237758955078,0.5767676755497171,0.36487466087550813,0.2997970122577858,Web/CloudOps,7
-covid_deaths/D/short,Lingjiang,1105261.6408521303,740747.3333724937,137.14504082471805,46.97034764025341,0.15950974217228742,0.43316459058217893,1879.9299471650304,1051.3142445777714,0.39556208215522815,0.051601486601826514,0.054492841692399346,Healthcare,1
-saugeen/W/short,Lingjiang,1263.2958984375,1263.604296875,19.51348876953125,1.5823706309584327,0.735014820098877,0.5518413174729557,17.640407083308567,35.54287408802924,1.0728912091471896,0.5890308844684464,0.4824969935136547,Nature,1
-bizitobs_l2c/5T/short,Lingjiang,24.677030581519716,24.987733532133557,3.3545733497256323,0.3469033280871791,0.19827775474083162,0.22295488926795595,2.977660203881629,4.967598069642885,0.17060741821913902,0.1152096225177417,0.09272611009401345,Web/CloudOps,7
-bizitobs_l2c/5T/medium,Lingjiang,129.2798469387755,131.56347789115645,8.081776147959184,0.7769746660786438,0.6045963468467317,0.8976405112532411,11.664473778347682,11.370129591995665,0.5982360215357628,0.4252202730478402,0.36594187170290926,Web/CloudOps,7
-bizitobs_l2c/5T/long,Lingjiang,223.84626984126984,231.2563888888889,10.753251488095238,1.006255620896709,0.8809193260013586,1.113815891635273,16.574954822937777,14.9614929014878,0.840065458946472,0.6037789949166943,0.5294317796593851,Web/CloudOps,7
-bitbrains_fast_storage/H/short,Lingjiang,3727547.588392926,3791171.796155395,377.3934709330137,10.801860834345261,6.207630168792159,0.6849123241399845,460.00229166739234,1930.6857818901879,5.503081569150704,1.0756939703445767,0.8207449978427294,Web/CloudOps,2
-temperature_rain/D/short,Lingjiang,176.29479995097697,174.49793604630133,6.85677124670614,1.7758821742923057,116.20552978809594,1.4046897334015713,26.967362774168745,13.277605203912977,1.5631251811050066,0.8072232629453759,0.6562921590914577,Nature,1
-car_parts/M/short,Lingjiang,1.8932626458679012,1.8726193467443393,0.6411106109112339,1.1685522892965359,0.6084963390294428,1.7623544992125955,20.072465496027167,1.375958809655253,3.299408079093689,1.5373174795568199,1.2669739090728933,Sales,1
-ett2/W/short,Lingjiang,4426755.428571428,4369387.428571428,1364.62890625,0.8382627374642126,0.1382666059902736,0.14333329986210291,12.311190433214493,2103.9856055998644,0.17649213624456936,0.11447144419815805,0.11005800035604434,Energy,7
-electricity/W/short,Lingjiang,293216462548.1802,295802462886.0541,55618.44344031531,2.05324014036354,0.27171204641973346,0.12206950498191843,22.060561717235288,541494.6560661335,1.23551211068611,0.1269029337191233,0.1028292775747762,Energy,1
-m4_hourly/H/short,Lingjiang,49552281.860504836,50028761.21694263,1165.5019900065497,3.5781276609341783,0.20328312718733882,0.18213568786364756,31.88400326014204,7039.338169210571,0.9610251650543133,0.15911676856444965,0.14132054518393555,Econ/Fin,1
-solar/H/short,Lingjiang,403.2013216921181,407.78835768424256,8.668212499824921,0.6708210896810207,3.1421810864188666,1.3852154919689164,5.949208250515579,20.07987354771235,0.7401508249717682,0.3195131990015417,0.2630590271714113,Energy,1
-solar/H/medium,Lingjiang,331.3477493917275,329.5756576946472,8.693236770072993,0.6676443209120652,2.7253151548540204,1.3853930825626415,4.587427010147563,18.20295990743614,0.6557130961698584,0.31315067589164935,0.2503951025798989,Energy,1
-solar/H/long,Lingjiang,673.3169606650446,676.609058191403,12.09902026941403,0.9209384654596641,4.7493711059971115,1.4154859835191538,8.69386646391294,25.948351790914284,0.8996767745888563,0.41949514248080394,0.34892784690362766,Energy,1
-kdd_cup_2018/D/short,Lingjiang,2703.469975979121,2773.758597438327,20.306674391374095,1.1497899485946192,0.5179411246822714,0.44369057369143095,10.851214597383303,51.99490336541766,1.1647410635822066,0.4548910758079765,0.3796386481450549,Nature,1
-jena_weather/D/short,Lingjiang,473.0492063492064,411.16262400793653,11.217914496527778,1.4728260202685992,1.3635249775274958,0.4644392777350744,46.922873965526826,21.749694396685356,0.1309687084952244,0.06755018010018583,0.056511961170245484,Nature,21
-bitbrains_rnd/H/short,Lingjiang,2202512.1140639754,2260655.0138066253,212.19918226834977,13.35019690042479,5.980002028465694,0.6937300674779288,493.5711218791996,1484.086289291824,6.49508785045146,0.9286874628324797,0.7650499489657955,Web/CloudOps,2
-hierarchical_sales/D/short,Lingjiang,38.006511076051574,37.00677162728658,2.706984823920008,0.863367504569755,0.8717738846921772,1.0006339814958891,10.424223068046993,6.164942098353526,1.8913359631596063,0.8304729659301323,0.6946249814745438,Sales,1
-jena_weather/10T/short,Lingjiang,977.3738037896535,1015.139794843159,7.531115359351748,0.37825047090228486,0.46671172549086337,0.5697162743324519,3.394748151401456,31.262978165709892,0.19418227685150435,0.04677766526140715,0.03774732755741364,Nature,21
-jena_weather/10T/medium,Lingjiang,1559.6394683441558,1587.0593795093796,10.57711024869228,0.764288819186884,1.1371565525463427,0.6901022479536222,10.098053444720671,39.49227099502073,0.24236339531671758,0.06491154567524171,0.055233552370179545,Nature,21
-jena_weather/10T/long,Lingjiang,1649.9367466517858,1682.0053664434524,11.055315548528439,0.9397411592430446,1.2492042783485764,0.7165659701217734,14.352642834267925,40.61941342082362,0.2485571589359742,0.06764937236819439,0.058566091098292535,Nature,21
-us_births/M/short,Lingjiang,290976896.0,278728234.6666667,13686.470052083334,1.5482366052848597,0.04185976584752401,0.042657789917493916,10.642255753936716,17058.044905557024,0.052982171176379204,0.04251008266859687,0.034070572629962194,Healthcare,1
-electricity/H/short,Lingjiang,1476958.854649845,1496657.4412938133,168.618973663605,0.9268181713686989,0.21461331510676238,0.13056361738499564,10.325464849490274,1215.301960275653,0.5737093134382268,0.07960019713229399,0.06595918627209568,Energy,1
-electricity/H/medium,Lingjiang,4832241.587778716,4832438.3344453825,236.6403076171875,1.09338040135783,0.2203902037909806,0.13760611188733513,11.456428467859483,2198.236017305402,0.8580439399674773,0.0923685083423678,0.0759866724604843,Energy,1
-electricity/H/long,Lingjiang,7462470.25157958,7462616.077933934,271.33462443693696,1.2508563444428233,0.31756775432533596,0.15122960311419073,15.006629317815262,2731.752231001117,1.07740227511646,0.10701429594114113,0.08966975033431074,Energy,1
-m4_daily/D/short,Lingjiang,329778.9041535706,329276.8219819866,179.72874353578928,3.3390770455173326,0.03956626303122064,0.031533893375144395,32.544817631462834,574.2637931765946,0.08870788516277912,0.02776312372721809,0.02269625702322976,Econ/Fin,1
-m4_monthly/M/short,Lingjiang,2039266.7754814816,2019260.9005138888,606.0031261664496,1.1226536765536765,0.17505683936013117,0.14117489530719476,12.328738993471791,1428.0289827176064,0.2967934456053558,0.12594825317920366,0.10535289873829468,Econ/Fin,1
-m4_weekly/W/short,Lingjiang,438319.71030640666,431951.546603814,334.4961665684594,2.754998052518397,0.08141426379046655,0.08592870751588935,31.990570079580458,662.0571805413839,0.12061654816449499,0.060940012693090316,0.05065628874458569,Econ/Fin,1
-restaurant/D/short,Lingjiang,190.70837601860933,188.50204050212477,8.80071393860325,0.8240286415384662,0.8861624333909037,0.4547895594580048,6.821462891597235,13.80972034541646,0.6355553270966182,0.4050292465038384,0.32166372383285985,Sales,1
-loop_seattle/H/short,Lingjiang,66.54251516506989,67.2236101766819,5.007142026604021,1.0090175995760635,0.13925489204269575,0.11299635656371422,9.209791822772557,8.157359570661937,0.14439355959368416,0.08863150561767132,0.07358521044869959,Transport,1
-loop_seattle/H/medium,Lingjiang,76.99957793150155,77.71184570816402,5.4727257081967755,1.1136856506759663,0.1404986118753628,0.1214428414386179,12.099502781988765,8.77494033777447,0.155096089495088,0.09672981508109388,0.08105321799367299,Transport,1
-loop_seattle/H/long,Lingjiang,70.79840334382794,71.36419579893361,5.203341549878929,1.0755114882183647,0.15542734892129653,0.11751095357153543,13.30539704902671,8.414178708812164,0.15037261467675547,0.09299066504162157,0.07834189026002741,Transport,1
-bizitobs_service/10S/short,Lingjiang,35265.94363715278,34056.36448536706,61.2626712859623,2.6223915545703065,0.4595425358525029,0.1380988889196401,22.613725021528364,187.79228854549055,0.139122534885189,0.045385346699561374,0.03639845287624151,Web/CloudOps,2
-bizitobs_service/10S/medium,Lingjiang,193462.79111111112,194218.79873015874,156.6311681547619,5.9955915470430785,0.7422196742466518,0.25725528334621645,97.64690266645428,439.8440531723842,0.3310369895041594,0.1178843046632047,0.10660746620190892,Web/CloudOps,2
-bizitobs_service/10S/long,Lingjiang,253671.4835978836,253741.34857142856,188.32271164021165,6.784637070568266,0.8733079117063492,0.299932154213709,122.38880218805424,503.6581018884573,0.373126023423768,0.13951548530883168,0.12738002349704713,Web/CloudOps,2
-m4_quarterly/Q/short,Lingjiang,1907992.1736171874,1885455.4473020833,597.3419918823242,1.317592379302041,0.12494343821704387,0.10819207996411273,14.695396455754674,1381.3008990141095,0.23120544634977488,0.09998453049237148,0.08444549378418674,Econ/Fin,1
-ett1/H/short,Lingjiang,75.08721342540923,75.77322533017113,4.548006875174386,0.7860549040833174,0.4154739879426502,0.24878916943412938,5.9106727904619065,8.665287844348232,0.40444444034314075,0.21227409041078596,0.16958609057392596,Energy,7
-ett1/H/medium,Lingjiang,112.00694754464286,111.83585379464286,6.249769810267857,1.1492538539997257,2449041071080.1504,0.42695534965027,12.927616230242444,10.5833334797994,0.506916585978865,0.29934915888474967,0.24726110557639414,Energy,7
-ett1/H/long,Lingjiang,144.31777447089948,143.885582010582,7.321917886078042,1.407624351485582,5745437891059.979,0.4952164807372616,23.525579877290475,12.013233306271026,0.5752877241803844,0.35063078939111864,0.3014529425723179,Energy,7
-ett1/15T/short,Lingjiang,5.069843056088402,5.253259386335101,1.0913109643118721,0.7011456306428773,0.5423508031230515,0.23254345565111398,5.320126779644499,2.251631198950752,0.4256520211031162,0.20630319824481128,0.16474795691969796,Energy,7
-ett1/15T/medium,Lingjiang,7.2045667472718256,7.302609592013889,1.455413566468254,0.938675437736884,0.7068375110976982,0.36035814622461165,10.192483819569587,2.6841324012186556,0.5115982593580167,0.27740324840650293,0.2299298580590507,Energy,7
-ett1/15T/long,Lingjiang,7.722519221230159,7.829583333333333,1.4931809973338295,0.9729193255919298,0.7450789178175449,0.3710287804470433,11.835645389025277,2.778942104692028,0.5296691128128234,0.2846017744635329,0.23855391412204563,Energy,7
-bitbrains_fast_storage/5T/short,Lingjiang,1954053.6534129835,1999442.6899339228,201.41602733258273,2.444770665010118,3.084083823438249,0.7988736351806309,62.558692740494266,1397.8746915989943,4.388980808138862,0.6323965114520241,0.5076265340917465,Web/CloudOps,2
-bitbrains_fast_storage/5T/medium,Lingjiang,3729072.868248793,3802328.3051358406,340.5113410739228,5.6708881935007796,5.7487469436829794,0.8372298529267018,251.82308947685195,1931.0807513537059,5.867156562612315,1.034567481460983,0.8260142958672874,Web/CloudOps,2
-bitbrains_fast_storage/5T/long,Lingjiang,5361708.249168937,5447638.381534424,439.83621263937414,7.11267701991123,5.660593612997303,0.8467724288118024,252.1054136753133,2315.5362767983006,6.119271025766552,1.1623557873204784,0.9661501434349373,Web/CloudOps,2
-loop_seattle/D/short,Lingjiang,31.224680453557347,30.775288499767196,4.392894287424314,1.285936906558313,0.0818310491071766,0.08014658430309597,10.135276966701587,5.587904835764237,0.09986332280961768,0.07850688821431616,0.06165947831056865,Transport,1
-loop_seattle/5T/short,Lingjiang,43.63356840371839,44.16203817361649,3.7965655804172513,0.5980905252220723,0.10697673070787522,0.08048186692263883,5.303860601208523,6.60557101269212,0.11327095886670523,0.06510271751948467,0.05258145275089023,Transport,1
-loop_seattle/5T/medium,Lingjiang,97.04370509223426,98.38700033055986,6.10260813489664,0.9613854475761041,0.20460375692330154,0.1377187937535835,9.255888837051833,9.851076341813329,0.17527089061615334,0.10857793867099694,0.08888026521949656,Transport,1
-loop_seattle/5T/long,Lingjiang,110.97194815316477,112.31845896399496,6.511690450851393,1.0222475428434075,0.21798529059033153,0.14519023734942602,10.731233432727178,10.534322386995985,0.18624898575435347,0.11512802603369222,0.09536266556169985,Transport,1
-hospital/M/short,Lingjiang,5807.473737641243,5310.54653886897,21.607252642363374,0.8321956108572173,0.22188464334248356,0.18458302524987624,18.56413557902935,76.20678275351376,0.27664831769002246,0.0784393446020066,0.08745533368176907,Healthcare,1

results/Lingjiang/config.json

@@ -1,10 +0,0 @@
-{
-    "model": "Lingjiang",
-    "model_type": "zero-shot",
-    "model_dtype": "bf16",
-    "model_link": "",
-    "code_link": "",
-    "org": "Alibaba Cloud",
-    "testdata_leakage": "No",
-    "replication_code_available": "No"
-}

results/Migas-1.0/all_results.csv

@@ -1,98 +0,0 @@
-,dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-0,bizitobs_l2c/H/short,Migas-1.0,67.76839095637912,67.76839095637912,5.009414623654078,0.5022733834226804,0.4793521524619141,0.6395102516408004,20.09093534697701,8.23215591181187,0.4437343228145305,0.2700202996076525,0.2700203015146806,Web/CloudOps,7
-1,ett1/15T/short,Migas-1.0,5.306348299909206,5.306348299909206,1.0909823749746594,0.6783365755142878,0.501195515902572,0.2366594876384451,27.13346301659078,2.3035512366581314,0.4354670511844889,0.2062410725509608,0.2062410708331307,Energy,7
-2,loop_seattle/5T/short,Migas-1.0,41.47205902523178,41.47205902523178,3.489898709714474,0.5550519916361527,0.0935554249529314,0.0744429245059665,22.20207966496013,6.439880357990495,0.1104297302638297,0.0598440579231682,0.0598440578596965,Transport,1
-3,m_dense/D/short,Migas-1.0,8459.816347384982,8459.816347384982,44.71176086425781,0.6598702795112841,0.1187783441692038,0.0956550211818129,26.39481119810435,91.97725994714662,0.1592262423494718,0.077402671870579,0.0774026725126156,Transport,1
-4,m_dense/H/short,Migas-1.0,43554.68589326223,43554.68589326223,85.78731758382585,0.7671199965802804,0.2884761630204521,0.2042029148919714,30.684799865618604,208.69759436385996,0.3701775636388744,0.1521653390931193,0.1521653390531793,Transport,1
-5,saugeen/D/short,Migas-1.0,1232.8392111555736,1232.8392111555736,12.916662642161052,2.8700569175506434,0.2711084647973378,0.3225906809171041,114.80227674663196,35.111810137837864,1.137279879432168,0.418373774370366,0.4183737779741687,Nature,1
-6,ett2/W/short,Migas-1.0,3125085.0909598214,3125085.0909598214,1215.8835721697126,0.8125884956884671,0.1261013919221503,0.1378701725708586,32.50353985134533,1767.7910201604209,0.1482905486509351,0.1019939800329699,0.1019939810386672,Energy,7
-7,electricity/15T/short,Migas-1.0,122828.08130247508,122828.08130247508,45.80764403239967,0.8895529982434434,0.1489005167933964,0.1481435798177564,35.58211993069854,350.46837418299964,0.6908422566532103,0.0902958968810858,0.0902958968908497,Energy,1
-8,m4_daily/D/short,Migas-1.0,356566.8243499921,356566.8243499921,168.3290862531732,3.142947306349373,0.0373566069648811,0.0292169523462131,125.71789226001334,597.1321665678313,0.0922404171071156,0.0260021918036944,0.0260021918025791,Econ/Fin,1
-9,kdd_cup_2018/H/short,Migas-1.0,4507.389056657808,4507.389056657808,22.387264040026224,0.936685942429756,0.8820281105911753,0.4930063159340872,37.46743769773799,67.13709151175532,1.4053009163269776,0.4686059815980297,0.4686059816803452,Nature,1
-10,car_parts/M/short,Migas-1.0,1.3533870743906176,1.3533870743906176,0.4569626225792569,0.8352137406325942,0.8145454849144085,1.8867476047711556,33.40854963152422,1.163351655515484,2.7895979328018634,1.0957494935183392,1.095749490568756,Sales,1
-11,bizitobs_application/10S/short,Migas-1.0,311668.51268759783,311668.51268759783,310.5035489484999,1.0148212617952204,0.0145882193578614,0.0146695295307371,40.59285047180883,558.2727941495966,0.0215303514143063,0.0119748814456093,0.0119748814451189,Web/CloudOps,2
-12,hierarchical_sales/D/short,Migas-1.0,29.101012274988825,29.101012274988825,2.299111049862231,0.7419043206916037,0.6415052106119464,1.0763982781500498,29.676172811496308,5.394535408632408,1.6549837224925863,0.7053418089787743,0.7053418103808433,Sales,1
-13,electricity/W/short,Migas-1.0,40736454739.87946,40736454739.87946,26613.067773946128,1.4180225340595478,0.130853166465629,0.092931130958033,56.72090135471426,201832.73951437973,0.4605157141876901,0.0607222393261477,0.0607222393302134,Energy,1
-14,us_births/M/short,Migas-1.0,52507404.0,52507404.0,6178.21484375,0.6977779759494185,0.0190304666757583,0.0192727943261464,27.911119037976743,7246.199279622387,0.0225066455585445,0.0191894931821508,0.0191894931821508,Healthcare,1
-15,saugeen/M/short,Migas-1.0,396.4324006580171,396.4324006580171,12.338201341174898,0.7229378014319574,0.348202455611456,0.3547525462650117,28.91751215505913,19.91061025327996,0.59777621195335,0.3704297942766609,0.370429792061077,Nature,1
-16,ett2/15T/short,Migas-1.0,7.905865891069975,7.905865891069975,1.709707535803318,0.7334786860152273,0.1052803108457417,0.1238771218030403,29.339147463409947,2.8117371660718886,0.1334831692174201,0.0811659009482601,0.0811659009844728,Energy,7
-17,us_births/D/short,Migas-1.0,129661.49307291668,129661.49307291668,218.12482666015623,0.3211106809830259,0.0209289260208606,0.0208372311790784,12.844427239321035,360.08539691706005,0.0337550840365124,0.0204474325185122,0.0204474325185122,Healthcare,1
-18,bizitobs_l2c/5T/short,Migas-1.0,19.04098795023872,19.04098795023872,2.511150352443968,0.2614861159954598,0.1384228702642644,0.2029559666568058,10.459444642526446,4.363598050948175,0.1498636150002648,0.0862430648360631,0.0862430648653068,Web/CloudOps,7
-19,bitbrains_fast_storage/H/short,Migas-1.0,2951013.797367886,2951013.797367886,312.7932485650886,0.9752025616305824,3.711985458914432,0.5485283163354276,39.00810247334038,1717.8515062041558,4.896434826057503,0.8915623673515254,0.8915623611914132,Web/CloudOps,2
-20,loop_seattle/H/short,Migas-1.0,51.49528513636648,51.49528513636648,3.821495207781432,0.7797770503794993,0.1054925616175206,0.0876833858078421,31.191082018719037,7.176021539569573,0.1270228795664434,0.0676443517992669,0.0676443518243598,Transport,1
-21,m4_hourly/H/short,Migas-1.0,2093795.6341603703,2093795.6341603703,243.2031891050834,0.6891953678612321,0.088772833260712,0.0790879686929933,27.56781472253949,1446.9953815269662,0.1975468309563048,0.0332026072090685,0.0332026071478287,Econ/Fin,1
-22,m4_yearly/A/short,Migas-1.0,3305269.588524174,3305269.588524174,849.0509265922793,3.168430451364711,0.1637160751820891,0.1389799737223793,126.73721805346798,1818.040040407299,0.2915311459772832,0.1361492509081746,0.136149250818028,Econ/Fin,1
-23,temperature_rain/D/short,Migas-1.0,173.76696928367366,173.76696928367366,5.628950057348068,1.3103254342693558,22.194486015696167,1.5009931574003892,52.41301737774159,13.182069992367422,1.551878160879882,0.662676246427151,0.6626762464345192,Nature,1
-24,solar/H/short,Migas-1.0,834.3518415441401,834.3518415441401,11.561373296613226,0.8916078050280686,5.9285421714348105,1.4095480295802405,35.6643122019761,28.88514915218788,1.064716217827055,0.4261560701799031,0.4261560695062678,Energy,1
-25,electricity/D/short,Migas-1.0,1214167725.408834,1214167725.408834,4109.197000560313,1.3579297486535695,0.2646136470400649,0.0913194949020136,54.31718995528783,34844.909605404835,0.5726175882261352,0.067527753771011,0.0675277539026973,Energy,1
-26,hierarchical_sales/W/short,Migas-1.0,464.9657967711909,464.9657967711909,8.889073700344158,0.7141019539240872,0.5150542356477084,0.4551623651158001,28.564078117080463,21.56306556988572,0.9899708875933284,0.4081017215521483,0.4081017220724851,Sales,1
-27,electricity/H/short,Migas-1.0,1595674.6365738146,1595674.6365738146,162.26891320532036,0.8805457965733049,0.1554048549841485,0.1152273846604687,35.22183185693411,1263.2001569718927,0.5963206879848646,0.0766025157827034,0.0766025160715647,Energy,1
-28,ett1/W/short,Migas-1.0,1216463.9529854911,1216463.9529854911,886.0552673339844,1.603269880916382,0.6305486740810531,0.5997300105435508,64.13079548238782,1102.9342469002816,0.4388838690131237,0.3525825451334957,0.3525825409048953,Energy,7
-29,hospital/M/short,Migas-1.0,3196.9933659169324,3196.9933659169324,18.33753624070162,0.7642296454637582,0.1935917449138025,0.1740902049199025,30.56918581035713,56.54196110780853,0.2052604486658856,0.0665695147894957,0.0665695147578993,Healthcare,1
-30,bizitobs_service/10S/short,Migas-1.0,1935.9845940465264,1935.9845940465264,17.680996731073453,0.7270076939585101,0.0588525227331137,0.0524567128545432,29.08030774393231,43.99982493199861,0.0325964776723826,0.0130986479164549,0.0130986478990794,Web/CloudOps,2
-31,jena_weather/H/short,Migas-1.0,1075.4824023834856,1075.4824023834856,8.22083675634942,0.522421859980838,1.3181338798162827,0.609640715548161,20.89687438609983,32.7945483637675,0.2010284833703333,0.0503932033712617,0.0503932036393799,Nature,21
-32,m4_monthly/M/short,Migas-1.0,1834118.996764256,1834118.996764256,551.490991030225,0.9144070732837974,0.1573834074086815,0.1300209767893713,36.57628293315568,1354.2964951458216,0.2814693043020879,0.1146187604638469,0.1146187604371496,Econ/Fin,1
-33,ett1/D/short,Migas-1.0,39554.89821661086,39554.89821661086,135.39450165279328,1.7138136837306872,1.070365625714499,0.4920332276631915,68.55254745946515,198.88413264162344,0.5223757911101468,0.3556181630652616,0.3556181649816762,Energy,7
-34,ett2/H/short,Migas-1.0,105.68491889124824,105.68491889124824,6.333841402757735,0.7302320710630512,0.1191886888564583,0.1089032747028839,29.20928285194677,10.28031706180545,0.1303830182495259,0.0803307285408113,0.0803307281691345,Energy,7
-35,bitbrains_fast_storage/5T/short,Migas-1.0,2141993.1398959034,2141993.1398959034,173.39397331723637,0.6664024367536718,2.2949611125996694,0.7385465810614297,26.656097451470384,1463.554966475774,4.595200643527671,0.5444141942204079,0.5444141943897776,Web/CloudOps,2
-36,ett1/H/short,Migas-1.0,91.91580637324424,91.91580637324424,4.789374753974733,0.7964461149388368,0.4452036355400369,0.2511551908439114,31.8578446134522,9.587273145855615,0.447477260923512,0.2235397139353714,0.2235397133599294,Energy,7
-37,kdd_cup_2018/D/short,Migas-1.0,2891.8936432065207,2891.8936432065207,21.20372079339653,1.200569405635661,0.5337890400770172,0.4668241714621107,48.022776191827646,53.776329766975735,1.2046468856675427,0.4749858595596329,0.4749858607139228,Nature,1
-38,solar/W/short,Migas-1.0,1620841.3524749088,1620841.3524749088,1018.8470797573564,1.1099454609971078,0.2284319842383809,0.1987499896518505,44.39781846152969,1273.12267770035,0.2598761566234685,0.2079721521830476,0.2079721521716801,Energy,1
-39,covid_deaths/D/short,Migas-1.0,284543.2041749239,284543.2041749239,89.8512155269184,32.357190042209034,0.0849226800040846,0.1225092299132897,1294.2876029137644,533.4259125454292,0.200704086081099,0.0338069555143146,0.0338069552012592,Healthcare,1
-40,bitbrains_rnd/5T/short,Migas-1.0,1635458.22427014,1635458.22427014,120.70988489785196,1.623902795988607,1.089419817858844,0.657004913223982,64.95611183529356,1278.850352570675,5.232686483999105,0.4939100043413175,0.4939100028560019,Web/CloudOps,2
-41,solar/10T/short,Migas-1.0,22.1851231478387,22.1851231478387,1.9872746427246617,0.8725932711089113,5.418489149182527,1.5154800592674682,34.903730838613185,4.710108613167928,1.3701700747043477,0.5780979738063264,0.5780979720120226,Energy,1
-42,saugeen/W/short,Migas-1.0,1008.759186410904,1008.759186410904,14.896779882907868,1.208453940795026,0.3517409026622772,0.3932497665286064,48.33815767271116,31.760969544566866,0.9587312729934196,0.449671686520859,0.4496716902992121,Nature,1
-43,ett2/D/short,Migas-1.0,105638.46390438988,105638.46390438988,193.10420948815724,1.2672659048952086,0.423116128690659,0.1321143412400805,50.69063618000478,325.0207130390152,0.1860179186451422,0.1105186275506405,0.1105186283684935,Energy,7
-44,m4_weekly/W/short,Migas-1.0,227638.43862793903,227638.43862793903,244.76915367425624,1.956377051683399,0.0596917244334924,0.05964945607308,78.25508208805994,477.114701752041,0.0869228995528345,0.044593143913467,0.044593143832756,Econ/Fin,1
-45,jena_weather/D/short,Migas-1.0,375.9053472787464,375.9053472787464,9.541148790950697,0.9913058738955652,0.5702506750317797,0.44802408471467,39.6522349103001,19.388278605351907,0.1167491244044441,0.0574533092818528,0.0574533090409228,Nature,21
-46,bitbrains_rnd/H/short,Migas-1.0,2075609.7725232616,2075609.7725232616,185.6195064037285,5.80491717235226,2.716465395795177,0.5459502204616469,232.19669000958132,1440.6976686741957,6.305197948182749,0.8123617857982075,0.8123617838595786,Web/CloudOps,2
-47,sz_taxi/15T/short,Migas-1.0,16.61627431385039,16.61627431385039,2.719343078801447,0.5426504688154726,1071727247042.426,0.3946893663840398,21.706018757322443,4.076306454849831,0.3811520991741947,0.2542702160252995,0.2542702155392077,Transport,1
-48,jena_weather/10T/short,Migas-1.0,986.8081050001985,986.8081050001985,6.286482201555352,0.2778234302990672,0.3410393516834363,0.5496226620391502,11.112937215482209,31.41350195378093,0.1951172267980626,0.0390469351455171,0.0390469352306203,Nature,21
-49,restaurant/D/short,Migas-1.0,137.35283071331264,137.35283071331264,7.055709096194538,0.6771059178639187,0.6781232262304587,0.3903189632692646,27.08423672972001,11.719762400036643,0.5393706200663334,0.324720080520593,0.3247200817641926,Sales,1
-50,m4_quarterly/Q/short,Migas-1.0,1779758.9104318037,1779758.9104318037,555.4432852094968,1.1669607452761237,0.1128954662002373,0.1012704342420778,46.678429810833805,1334.0760512173972,0.2233008384818926,0.0929714248323658,0.092971424797221,Econ/Fin,1
-51,loop_seattle/D/short,Migas-1.0,17.421374277286116,17.421374277286116,2.8663807879783545,0.8679986061902566,0.0537240504649524,0.0528546621986463,34.71994425307893,4.173891981985892,0.0745930251725961,0.0512260535717519,0.0512260537089437,Transport,1
-52,us_births/W/short,Migas-1.0,1637938.6517857143,1637938.6517857143,979.7848074776786,0.8912715134852082,0.0133232812929366,0.0133735231523002,35.65086053940833,1279.819773165626,0.0173734279287305,0.0133004826892729,0.0133004826892729,Healthcare,1
-53,sz_taxi/H/short,Migas-1.0,7.198654377212127,7.198654377212127,1.8420700711699636,0.5607765806687299,1.1167570382802403,0.2959272311045191,22.43106322352115,2.6830308192810843,0.2499408789749059,0.1716001953510747,0.171600195617653,Transport,1
-54,solar/D/short,Migas-1.0,124632.77216012774,124632.77216012774,247.015595076438,0.9628569502983718,1.068637354356529,0.4208773470853077,38.5142779908695,353.0336700091476,0.5100134272140122,0.3568534134916323,0.3568534121762478,Energy,1
-55,ett2/15T/medium,Migas-1.0,11.509069886586024,11.509069886586024,2.0905353636968704,0.8580587100503677,0.1285027873931954,0.1559533062813774,34.32234840004277,3.3925020098131147,0.180792563385955,0.1114084077646773,0.1114084079609359,Energy,7
-56,ett2/15T/long,Migas-1.0,11.463524088481115,11.463524088481115,2.1162549809047158,0.8723057694577218,0.1323912177774623,0.1603278015530298,34.8922307873619,3.385782640466029,0.1804344735109531,0.1127790510621544,0.1127790502743471,Energy,7
-57,loop_seattle/H/medium,Migas-1.0,52.97706385908728,52.97706385908728,4.040250850437349,0.8340629171915586,0.1115759540083976,0.0917510105022089,33.36251668753303,7.278534458191928,0.1286472836772297,0.0714109825637204,0.0714109825175344,Transport,1
-58,loop_seattle/H/long,Migas-1.0,52.39794758369228,52.39794758369228,3.9661828832688673,0.8331927520076586,0.1190985104657958,0.0917662197939915,33.3277100788355,7.238642661693715,0.1293642141129145,0.0708809863536098,0.0708809864220545,Transport,1
-59,bizitobs_l2c/5T/medium,Migas-1.0,87.05864830860476,87.05864830860476,6.193035409888442,0.623511045616352,0.4224511253947698,0.6801275300330856,24.940441822209014,9.330522402770638,0.4909227036019123,0.3258447443437908,0.3258447413874479,Web/CloudOps,7
-60,bizitobs_l2c/5T/long,Migas-1.0,84.60085026090107,84.60085026090107,6.021703187246171,0.6064923854746656,0.4510890628805291,0.7598989462474036,24.25969542204889,9.197872050692,0.5164467664885384,0.3381096326049718,0.3381096301696746,Web/CloudOps,7
-61,sz_taxi/15T/medium,Migas-1.0,16.335364486009645,16.335364486009645,2.74319380776495,0.5354055486713524,9841071528236.752,0.4046837877004574,21.416221946327365,4.0417031664893015,0.3761479327989113,0.2552999657700842,0.2552999648901282,Transport,1
-62,sz_taxi/15T/long,Migas-1.0,15.653788915454832,15.653788915454832,2.6988208292556286,0.5088091922462166,6909949951098.135,0.400426020309796,20.352367692171264,3.956486941145495,0.3662053613010493,0.2497980333477892,0.2497980332784227,Transport,1
-63,ett1/15T/medium,Migas-1.0,9.514118940167958,9.514118940167958,1.5471230984491016,0.9716578459644328,0.8107757181194033,0.366317107904525,38.86631383253582,3.084496545656674,0.5879080577893083,0.2948831754248394,0.2948831745934117,Energy,7
-64,ett1/15T/long,Migas-1.0,9.218223182322488,9.218223182322488,1.5303059870099265,0.9779601276501768,0.8266003531213665,0.3680910936234489,39.1184051019901,3.03615269417111,0.5786936751612096,0.2916778189200215,0.2916778213258872,Energy,7
-65,m_dense/H/medium,Migas-1.0,37154.66851888021,37154.66851888021,79.37441232893202,0.6911595427883805,0.2734789884544799,0.1921849634912278,27.64638171415161,192.75546300657783,0.3353701654771137,0.1381014544656209,0.1381014536495813,Transport,1
-66,m_dense/H/long,Migas-1.0,34604.21305531443,34604.21305531443,78.16825997811776,0.6788404132320769,0.271994361191247,0.19035823215673,27.153616525814567,186.0220767955095,0.3220317307657802,0.1353208204388265,0.1353208198928278,Transport,1
-67,kdd_cup_2018/H/medium,Migas-1.0,5203.671635191357,5203.671635191357,26.6779962851947,1.0942553523790686,1.136272247528093,0.5745578983881852,43.77021409189434,72.13647922647291,1.5099471550820396,0.5584187782113987,0.558418777961172,Nature,1
-68,kdd_cup_2018/H/long,Migas-1.0,4145.881406076919,4145.881406076919,25.064391914486716,1.0562447324083994,1.142778040442103,0.6308476903119091,42.24978929527145,64.38851921015826,1.5108148483738553,0.5881119170681895,0.5881119174516758,Nature,1
-69,solar/H/medium,Migas-1.0,894.7889034670345,894.7889034670345,13.54190968330179,1.033087514768356,3.695045712912529,1.444535513119035,41.32350059194646,29.91302230579576,1.0775368803581895,0.4878111935686999,0.4878111960263955,Energy,1
-70,solar/H/long,Migas-1.0,840.1633811239102,840.1633811239102,12.70827762080902,0.967848005377142,4.527621281633469,1.4192543983280608,38.71392021896654,28.985571947503644,1.0049827344364264,0.440619202424875,0.4406192008030075,Energy,1
-71,loop_seattle/5T/medium,Migas-1.0,107.42258194969658,107.42258194969658,6.096134604718786,0.9581653276076684,0.2205349013024808,0.1331818555152453,38.32661310445517,10.364486574341084,0.1844055135124861,0.1084627611952763,0.1084627612126597,Transport,1
-72,loop_seattle/5T/long,Migas-1.0,107.77953447966328,107.77953447966328,6.230377596223208,0.9778064301630996,0.2193870149614504,0.1363740683050279,39.11225720585818,10.38169227436757,0.183550453826505,0.110154356830705,0.1101543568407007,Transport,1
-73,jena_weather/10T/medium,Migas-1.0,1507.6620965502464,1507.6620965502464,9.691627323105031,0.6040823324290929,0.7402687138682937,0.6501803237756696,24.163293300698275,38.82862470588221,0.238290609718815,0.0594773521205958,0.0594773526127156,Nature,21
-74,jena_weather/10T/long,Migas-1.0,1416.1354973752009,1416.1354973752009,9.844957298218894,0.6690524610298093,0.8186941759442563,0.6439758713953394,26.762098443244263,37.63157580244549,0.2302740568190083,0.0602429796767491,0.0602429798315487,Nature,21
-75,electricity/H/medium,Migas-1.0,5130942.793905815,5130942.793905815,232.6547902980984,1.0392075198115247,0.2299269504070957,0.1212892065213382,41.5683007941759,2265.15844785874,0.8841659757001467,0.0908128302722862,0.0908128302498635,Energy,1
-76,electricity/H/long,Migas-1.0,6905445.22063516,6905445.22063516,261.13082473875164,1.1539008302476184,0.2856901378396458,0.1324908817220043,46.15603321153579,2627.821382939708,1.036412004558257,0.1029899228602364,0.1029899224675225,Energy,1
-77,bizitobs_application/10S/medium,Migas-1.0,2690137.900464554,2690137.900464554,913.0550760142008,2.0022628770998026,0.0284663490454355,0.0289972422520319,80.09051508399207,1640.1639858454866,0.0644044139766699,0.0358529864127001,0.0358529852306545,Web/CloudOps,2
-78,bizitobs_application/10S/long,Migas-1.0,6038219.094881727,6038219.094881727,1497.670241631402,3.075290185405175,0.0446167394849989,0.0456595717536078,123.011607416207,2457.2787987694287,0.0947674286682864,0.0577591593853721,0.0577591599721262,Web/CloudOps,2
-79,bizitobs_l2c/H/medium,Migas-1.0,73.66053873697916,73.66053873697916,5.051676432291667,0.5087521655211131,0.5658799612100607,0.8073558989025298,20.350086604612365,8.582571802028758,0.5196877713664674,0.3058866884331329,0.3058866826837325,Web/CloudOps,7
-80,bizitobs_l2c/H/long,Migas-1.0,101.72183334108382,101.72183334108382,5.81146993485708,0.6160174705019227,0.7091944789241765,0.8160629575214688,24.64069881205705,10.085724234832313,0.6160651709764573,0.3549813712611184,0.354981377366632,Web/CloudOps,7
-81,bitbrains_rnd/5T/medium,Migas-1.0,2051063.219697872,2051063.219697872,139.14773800040834,4.351451754995677,0.4666779361587485,0.7369215944419996,174.05807036261194,1432.1533506220178,6.025799200913054,0.5854654657530562,0.5854654645397397,Web/CloudOps,2
-82,bitbrains_rnd/5T/long,Migas-1.0,2211673.325289293,2211673.325289293,152.1655749578905,3.2745940395356627,0.9458300937258992,0.7086650462719241,130.98376165394694,1487.1695684384122,5.697011600903938,0.582912039212575,0.5829120421819396,Web/CloudOps,2
-83,bitbrains_fast_storage/5T/medium,Migas-1.0,3451995.487205172,3451995.487205172,258.7699905768139,0.957507713367123,2.501966424623635,0.8148775972377993,38.30030858915207,1857.95465154701,5.644979372101459,0.7862146999705947,0.7862146996060186,Web/CloudOps,2
-84,bitbrains_fast_storage/5T/long,Migas-1.0,5037535.070207264,5037535.070207264,360.8481000479623,0.8679540125506047,3.311077517093307,0.827821601901677,34.71816050904581,2244.4453814266158,5.931399007422117,0.9536137881395894,0.9536137853105444,Web/CloudOps,2
-85,jena_weather/H/medium,Migas-1.0,1110.98398648155,1110.98398648155,9.538080062545715,0.7646243713194735,1.843682585163896,0.682453987640994,30.584974860282934,33.33142640934453,0.2039609046111737,0.0583652020744371,0.0583652026360851,Nature,21
-86,jena_weather/H/long,Migas-1.0,1159.714754385035,1159.714754385035,10.639683098815103,0.9135132358137096,1.7634913527898304,0.663015451885405,36.54052943112237,34.05458492457418,0.2050463420643673,0.0640626836288884,0.0640626831514936,Nature,21
-87,electricity/15T/medium,Migas-1.0,246472.83138909825,246472.83138909825,50.47550105704568,0.7946476059106433,0.1196695627697146,0.120811463839626,31.785904235667218,496.4603019266478,0.8554510874851036,0.0869743705650507,0.0869743705384092,Energy,1
-88,electricity/15T/long,Migas-1.0,309269.9492847028,309269.9492847028,56.06374499633595,0.8442964603654705,0.121411040569716,0.1227628812822043,33.771858414301235,556.1204449439912,0.8773481891103969,0.0884474318368861,0.0884474315446764,Energy,1
-89,bizitobs_service/10S/medium,Migas-1.0,9536.99710428784,9536.99710428784,31.68423638332931,0.9710657290744256,0.0682710242366033,0.0654162736106959,38.84262914276357,97.65755016529872,0.0734993691250821,0.0238463015040098,0.0238463016459156,Web/CloudOps,2
-90,bizitobs_service/10S/long,Migas-1.0,130393.74902528874,130393.74902528874,76.21497271261518,1.3126320345493696,0.0859763518275407,0.0886442199333635,52.50528138051342,361.1007463649012,0.2675149834386251,0.0564624896742453,0.0564624918316794,Web/CloudOps,2
-91,solar/10T/medium,Migas-1.0,19.28303655913593,19.28303655913593,1.7907610159905394,0.7828363883609444,3.585723994205194,1.445882866910677,31.313455535759758,4.391245445102782,0.9744348153027796,0.3973769860243638,0.3973769848451963,Energy,1
-92,solar/10T/long,Migas-1.0,19.040676687736383,19.040676687736383,1.8154775176508489,0.7943141717656826,3.490084853583276,1.4475720922314346,31.772566873193316,4.363562384994213,0.9431142110047708,0.392386425491302,0.3923864246930272,Energy,1
-93,ett1/H/medium,Migas-1.0,149.8045224780128,149.8045224780128,7.174136273066202,1.3090815425249192,3302090822118.268,0.4454975721381959,52.36326173214562,12.239465775842213,0.5862414244003958,0.3436241372451138,0.3436241385930232,Energy,7
-94,ett1/H/long,Migas-1.0,149.20867934857728,149.20867934857728,7.4953584015054044,1.4127199451045032,3141416336823.4604,0.4870810412856006,56.50879779346757,12.215100464121337,0.5849546933958798,0.3589364728127277,0.3589364784135151,Energy,7
-95,ett2/H/medium,Migas-1.0,241.2125319526309,241.2125319526309,9.583782277788435,1.0325837120117285,0.1773123444939934,0.1669127471390224,41.30334850580631,15.531018381053798,0.2092904428900654,0.1291476185442648,0.1291476196905136,Energy,7
-96,ett2/H/long,Migas-1.0,226.25396996553613,226.25396996553613,9.114234197707404,1.0151421918383703,0.1826299412288919,0.1710562968380236,40.605687660194185,15.041740922032137,0.2059850672257801,0.1248124238848163,0.1248124245982704,Energy,7

results/Migas-1.0/config.json

@@ -1,9 +0,0 @@
-{
-    "model": "Migas-1.0",
-    "model_type": "pretrained",
-    "model_dtype": "float32",
-    "model_link": "To your HF model link",
-    "org": "Synthefy",
-    "replication_code_available": "No",
-    "testdata_leakage": "No"
-}

results/Moirai2/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-m4_yearly/A/short,Moirai2,3594920.75,3594920.75,890.2982177734375,3.3204338550567627,0.1615607738494873,0.14871330559253693,31.004405975341797,1896.027587890625,0.30403682589530945,0.14276345074176788,0.11582298576831818,Econ/Fin,1
-m4_quarterly/Q/short,Moirai2,1823365.0,1823365.0,563.21240234375,1.1834304332733154,0.11163925379514694,0.10256534814834595,9.126250267028809,1350.3203125,0.22601984441280365,0.09427183121442795,0.0754113420844078,Econ/Fin,1
-m4_monthly/M/short,Moirai2,1941434.375,1941434.375,570.535400390625,0.9396260380744934,0.1640520691871643,0.1344050168991089,7.7516584396362305,1393.3536376953125,0.28958672285079956,0.11857683956623077,0.0947224348783493,Econ/Fin,1
-m4_weekly/W/short,Moirai2,320634.75,320634.75,278.2564697265625,2.12347149848938,0.0672045573592186,0.06834465265274048,14.761430740356445,566.2462158203125,0.1031612828373909,0.050694018602371216,0.04001309722661972,Econ/Fin,1
-m4_daily/D/short,Moirai2,370240.09375,370240.09375,162.80653381347656,3.0710153579711914,0.0357334166765213,0.028526095673441887,25.159442901611328,608.4735717773438,0.09399235248565674,0.025149110704660416,0.02005612850189209,Econ/Fin,1
-m4_hourly/H/short,Moirai2,1835445.0,1835445.0,234.19720458984375,0.8085440993309021,0.09139207750558853,0.0857313722372055,6.641612529754639,1354.7860107421875,0.18495818972587585,0.03197309002280235,0.023612583056092262,Econ/Fin,1
-electricity/15T/short,Moirai2,126713.3984375,126713.3984375,46.910743713378906,0.8698201179504395,0.15082401037216187,0.15161579847335815,9.704551696777344,355.96826171875,0.7016835808753967,0.09247032552957535,0.07707162946462631,Energy,1
-electricity/H/short,Moirai2,1653415.0,1653415.0,166.158447265625,0.8867659568786621,0.17141255736351013,0.1225140392780304,10.239829063415527,1285.851806640625,0.6070138812065125,0.0784386545419693,0.06450968980789185,Energy,1
-electricity/D/short,Moirai2,1252630400.0,1252630400.0,4144.4931640625,1.4215503931045532,0.3179091513156891,0.09655529260635376,11.699943542480469,35392.51953125,0.5816166400909424,0.06810778379440308,0.054104726761579514,Energy,1
-electricity/W/short,Moirai2,119910146048.0,119910146048.0,38409.51171875,1.6595454216003418,0.2552073895931244,0.10663959383964539,12.825586318969727,346280.4375,0.790097713470459,0.08763783425092697,0.06640905886888504,Energy,1
-solar/10T/short,Moirai2,16.64216423034668,16.64216423034668,1.5266270637512207,0.6575393676757812,3.457381010055542,1.4877198934555054,4.72634220123291,4.07948112487793,1.186720609664917,0.444095641374588,0.35037222504615784,Energy,1
-solar/H/short,Moirai2,802.4385986328125,802.4385986328125,11.403338432312012,0.8793642520904541,5.135405540466309,1.4044291973114014,7.138167858123779,28.327346801757812,1.044155478477478,0.42033085227012634,0.34237420558929443,Energy,1
-solar/D/short,Moirai2,170813.640625,170813.640625,271.90545654296875,1.0638502836227417,1.260561227798462,0.43576809763908386,5.254066467285156,413.2960510253906,0.5970720648765564,0.39281076192855835,0.302970290184021,Energy,1
-solar/W/short,Moirai2,1808328.625,1808328.625,1091.556396484375,1.1966747045516968,0.24777232110500336,0.2126481980085373,6.803486347198486,1344.7410888671875,0.27449527382850647,0.2228139340877533,0.16269271075725555,Energy,1
-hospital/M/short,Moirai2,2882.404541015625,2882.404541015625,17.830530166625977,0.7649638056755066,0.19130390882492065,0.17565345764160156,5.211375713348389,53.68803024291992,0.1949000209569931,0.06472896039485931,0.051829639822244644,Healthcare,1
-covid_deaths/D/short,Moirai2,252106.03125,252106.03125,90.99989318847656,36.958065032958984,0.09614738076925278,0.37670475244522095,903.7923583984375,502.10162353515625,0.18891817331314087,0.03423915058374405,0.028077920898795128,Healthcare,1
-us_births/D/short,Moirai2,190028.15625,190028.15625,253.57337951660156,0.3733060956001282,0.024424130097031593,0.024021783843636513,3.786815881729126,435.92218017578125,0.04086416959762573,0.023770447820425034,0.019569363445043564,Healthcare,1
-us_births/M/short,Moirai2,78014528.0,78014528.0,7187.57177734375,0.811284065246582,0.022174924612045288,0.022547760978341103,4.347311973571777,8832.5830078125,0.02743394300341606,0.02232454903423786,0.016870463266968727,Healthcare,1
-us_births/W/short,Moirai2,1552936.875,1552936.875,957.8921508789062,0.8713688850402832,0.013035018928349018,0.01307821087539196,8.680670738220215,1246.1688232421875,0.01691661961376667,0.013003292493522167,0.010818051174283028,Healthcare,1
-saugeen/D/short,Moirai2,1027.0377197265625,1027.0377197265625,12.161438941955566,2.7013986110687256,0.27170529961586,0.31519150733947754,28.517648696899414,32.047428131103516,1.038023829460144,0.3939118981361389,0.32843467593193054,Nature,1
-saugeen/M/short,Moirai2,395.2047119140625,395.2047119140625,12.477724075317383,0.7310303449630737,0.34958547353744507,0.36250320076942444,4.56439733505249,19.879756927490234,0.5968499183654785,0.3746187090873718,0.291035532951355,Nature,1
-saugeen/W/short,Moirai2,1292.568603515625,1292.568603515625,17.306808471679688,1.4041545391082764,0.43147262930870056,0.4447954297065735,11.917930603027344,35.952308654785156,1.0852503776550293,0.5224204063415527,0.41932234168052673,Nature,1
-temperature_rain/D/short,Moirai2,182.9368438720703,182.9368438720703,5.879575729370117,1.3483240604400635,26.145727157592773,1.5040239095687866,20.553316116333008,13.52541446685791,1.5922988653182983,0.6921814680099487,0.5607564449310303,Nature,1
-kdd_cup_2018/H/short,Moirai2,5302.97900390625,5302.97900390625,25.09421157836914,1.006497859954834,0.7897746562957764,0.5716216564178467,8.732624053955078,72.8215560913086,1.5242869853973389,0.5252673029899597,0.4258558750152588,Nature,1
-kdd_cup_2018/D/short,Moirai2,3038.3671875,3038.3671875,22.03321647644043,1.241451621055603,0.5251110196113586,0.49087435007095337,9.494770050048828,55.12138366699219,1.234777569770813,0.49356743693351746,0.38876861333847046,Nature,1
-car_parts/M/short,Moirai2,1.3793753385543823,1.3793753385543823,0.452247679233551,0.8265860080718994,0.84610915184021,1.9076740741729736,15.108853340148926,1.1744681596755981,2.816254138946533,1.0844435691833496,0.9362376928329468,Sales,1
-restaurant/D/short,Moirai2,145.2991180419922,145.2991180419922,7.219489574432373,0.6959659457206726,0.5734684467315674,0.4184328019618988,4.903660774230957,12.054008483886719,0.5547534227371216,0.33225762844085693,0.26036787033081055,Sales,1
-hierarchical_sales/D/short,Moirai2,29.79330825805664,29.79330825805664,2.318131446838379,0.7479611039161682,0.6207244992256165,1.0917775630950928,7.330531597137451,5.458324432373047,1.6745535135269165,0.7111770510673523,0.5769974589347839,Sales,1
-hierarchical_sales/W/short,Moirai2,479.5635070800781,479.5635070800781,9.145384788513184,0.7380942106246948,0.5495446920394897,0.4673403799533844,6.649598598480225,21.898937225341797,1.005391001701355,0.4198690950870514,0.35205039381980896,Sales,1
-loop_seattle/5T/short,Moirai2,39.24714279174805,39.24714279174805,3.421999216079712,0.5417709946632385,0.08640541136264801,0.0729915127158165,3.9730300903320312,6.264753818511963,0.1074267029762268,0.0586797334253788,0.04626261815428734,Transport,1
-loop_seattle/H/short,Moirai2,61.74736022949219,61.74736022949219,4.191839694976807,0.8503301739692688,0.11133775115013123,0.0967826396226883,9.166641235351562,7.8579487800598145,0.13909368216991425,0.07419982552528381,0.06182778254151344,Transport,1
-loop_seattle/D/short,Moirai2,18.762725830078125,18.762725830078125,2.959958553314209,0.8935706615447998,0.054861217737197876,0.05470937117934227,7.584428787231445,4.3315958976745605,0.07741141319274902,0.05289841443300247,0.04312709718942642,Transport,1
-sz_taxi/15T/short,Moirai2,16.780986785888672,16.780986785888672,2.739116907119751,0.5463942885398865,1337784270848.0,0.39846450090408325,3.9365270137786865,4.096460342407227,0.3830365538597107,0.25611916184425354,0.20139019191265106,Transport,1
-sz_taxi/H/short,Moirai2,7.243575096130371,7.243575096130371,1.8513975143432617,0.5632746815681458,1.0763623714447021,0.2980678081512451,4.026472091674805,2.6913890838623047,0.25071948766708374,0.1724691092967987,0.13598862290382385,Transport,1
-m_dense/H/short,Moirai2,46547.97265625,46547.97265625,89.18578338623047,0.7929656505584717,0.2878399193286896,0.22047041356563568,9.276103973388672,215.74978637695312,0.3826863765716553,0.15819334983825684,0.1318719983100891,Transport,1
-m_dense/D/short,Moirai2,9495.8916015625,9495.8916015625,49.772308349609375,0.6916432976722717,0.1258518397808075,0.10052505135536194,7.0636701583862305,97.44686889648438,0.16869494318962097,0.086163230240345,0.07009396702051163,Transport,1
-ett1/15T/short,Moirai2,5.021040439605713,5.021040439605713,1.079026699066162,0.6870396733283997,0.508618950843811,0.2342115193605423,5.1140007972717285,2.24076771736145,0.42359837889671326,0.203980952501297,0.1601320505142212,Energy,7
-ett1/H/short,Moirai2,110.48771667480469,110.48771667480469,5.065814971923828,0.8362465500831604,0.5074601173400879,0.2602593004703522,5.890653133392334,10.511313438415527,0.49060600996017456,0.23644231259822845,0.1851363480091095,Energy,7
-ett1/D/short,Moirai2,45395.75390625,45395.75390625,142.25717163085938,1.7477439641952515,1.1709531545639038,0.4903564453125,11.691117286682129,213.0627899169922,0.5596165060997009,0.373643159866333,0.28650546073913574,Energy,7
-ett1/W/short,Moirai2,1070556.875,1070556.875,834.5147094726562,1.4887369871139526,0.6270838379859924,0.5270519852638245,8.900157928466797,1034.67724609375,0.41172274947166443,0.3320733308792114,0.2488435059785843,Energy,7
-ett2/15T/short,Moirai2,8.050238609313965,8.050238609313965,1.7549543380737305,0.7664317488670349,0.11144769191741943,0.1304120570421219,5.862476825714111,2.837294101715088,0.13469645380973816,0.08331392705440521,0.06601111590862274,Energy,7
-ett2/H/short,Moirai2,111.35823822021484,111.35823822021484,6.3867340087890625,0.7354120016098022,0.11914452165365219,0.10967425256967545,5.209497928619385,10.552640914916992,0.13383685052394867,0.08100155740976334,0.06421768665313721,Energy,7
-ett2/D/short,Moirai2,112720.8125,112720.8125,200.43377685546875,1.3028600215911865,0.42615124583244324,0.13562987744808197,11.184418678283691,335.73919677734375,0.19215241074562073,0.11471354216337204,0.09300631284713745,Energy,7
-ett2/W/short,Moirai2,3018818.25,3018818.25,1220.6822509765625,0.8076348304748535,0.13835936784744263,0.15684010088443756,8.835420608520508,1737.4747314453125,0.14574748277664185,0.10239652544260025,0.08512651920318604,Energy,7
-jena_weather/10T/short,Moirai2,1263.07080078125,1263.07080078125,7.481215953826904,0.3154330551624298,0.3750856816768646,0.5614975690841675,2.2623369693756104,35.53970718383789,0.22074612975120544,0.04646772891283035,0.03595806285738945,Nature,21
-jena_weather/H/short,Moirai2,1116.116455078125,1116.116455078125,8.453888893127441,0.536453366279602,1.3488954305648804,0.6119290590286255,4.829719066619873,33.408329010009766,0.2047909051179886,0.05182179436087608,0.04214661940932274,Nature,21
-jena_weather/D/short,Moirai2,341.45184326171875,341.45184326171875,9.141987800598145,1.0152313709259033,0.49779126048088074,0.4462507367134094,6.8829264640808105,18.47841453552246,0.11127026379108429,0.05504970625042915,0.043448418378829956,Nature,21
-bitbrains_fast_storage/5T/short,Moirai2,2142125.25,2142125.25,171.67364501953125,0.6864748001098633,2.1051151752471924,0.7426697015762329,13.77940845489502,1463.60009765625,4.59534215927124,0.5390127897262573,0.42746859788894653,Web/CloudOps,2
-bitbrains_fast_storage/H/short,Moirai2,2942650.5,2942650.5,292.0852355957031,1.0675305128097534,3.8830220699310303,0.5814351439476013,22.434349060058594,1715.41552734375,4.889491558074951,0.8325377702713013,0.6148646473884583,Web/CloudOps,2
-bitbrains_rnd/5T/short,Moirai2,1660531.75,1660531.75,115.86862182617188,1.6520637273788452,1.0863659381866455,0.6535171270370483,53.418670654296875,1288.6162109375,5.272645473480225,0.4741009473800659,0.4042632579803467,Web/CloudOps,2
-bitbrains_rnd/H/short,Moirai2,2235573.0,2235573.0,196.98313903808594,5.809325695037842,3.0100300312042236,0.5586869716644287,197.04698181152344,1495.1832275390625,6.54365348815918,0.8620945811271667,0.6697196960449219,Web/CloudOps,2
-bizitobs_application/10S/short,Moirai2,621851.5625,621851.5625,406.2403259277344,1.438624620437622,0.019857333973050117,0.020211493596434593,18.09433364868164,788.57568359375,0.030412212014198303,0.015667065978050232,0.01300627738237381,Web/CloudOps,2
-bizitobs_service/10S/short,Moirai2,4797.98974609375,4797.98974609375,22.429920196533203,0.8738541007041931,0.07667911797761917,0.05649945139884949,9.500022888183594,69.26752471923828,0.05131559818983078,0.016616802662611008,0.01355437096208334,Web/CloudOps,2
-bizitobs_l2c/5T/short,Moirai2,20.624032974243164,20.624032974243164,2.863663911819458,0.2905579209327698,0.1645745486021042,0.20925605297088623,4.3934006690979,4.5413689613342285,0.15596899390220642,0.09834981709718704,0.08443012833595276,Web/CloudOps,7
-bizitobs_l2c/H/short,Moirai2,67.85011291503906,67.85011291503906,5.013020038604736,0.5027103424072266,0.4784625768661499,0.636954665184021,7.536383152008057,8.237117767333984,0.4440017640590668,0.27021461725234985,0.23466992378234863,Web/CloudOps,7
-electricity/15T/medium,Moirai2,283338.0,283338.0,55.66805648803711,0.8413034677505493,0.13227048516273499,0.13056059181690216,9.948001861572266,532.2950439453125,0.9171979427337646,0.09592166543006897,0.07995456457138062,Energy,1
-electricity/H/medium,Moirai2,6361778.5,6361778.5,248.01693725585938,1.0840357542037964,0.23050330579280853,0.13177354633808136,13.117870330810547,2522.256591796875,0.9845198392868042,0.09680917859077454,0.0803634449839592,Energy,1
-solar/10T/medium,Moirai2,29.05948257446289,29.05948257446289,2.3172357082366943,0.9995384812355042,3.0454554557800293,1.504119634628296,8.617097854614258,5.390684604644775,1.1962143182754517,0.5142037868499756,0.41236650943756104,Energy,1
-solar/H/medium,Moirai2,714.8151245117188,714.8151245117188,11.081192016601562,0.8482193350791931,4.51237154006958,1.3964426517486572,9.920930862426758,26.736026763916016,0.9630941152572632,0.3991703987121582,0.3328731954097748,Energy,1
-kdd_cup_2018/H/medium,Moirai2,5786.36328125,5786.36328125,28.03462028503418,1.1240187883377075,0.9898953437805176,0.6367859840393066,13.927753448486328,76.06815338134766,1.5922441482543945,0.586815357208252,0.4954785704612732,Nature,1
-loop_seattle/5T/medium,Moirai2,91.64151000976562,91.64151000976562,5.445966720581055,0.864562451839447,0.1969592571258545,0.12233935296535492,10.540971755981445,9.572957038879395,0.17032258212566376,0.09689493477344513,0.08025791496038437,Transport,1
-loop_seattle/H/medium,Moirai2,71.71796417236328,71.71796417236328,4.58095121383667,0.9398095607757568,0.11857419461011887,0.10557787865400314,13.948471069335938,8.468646049499512,0.14968235790729523,0.08096779882907867,0.06914147734642029,Transport,1
-sz_taxi/15T/medium,Moirai2,17.261032104492188,17.261032104492188,2.8276829719543457,0.551992654800415,10671182839808.0,0.41678428649902344,6.010798931121826,4.154639720916748,0.38665857911109924,0.26316311955451965,0.21361444890499115,Transport,1
-m_dense/H/medium,Moirai2,39792.32421875,39792.32421875,81.75311279296875,0.7038857936859131,0.2560286521911621,0.2057977169752121,10.532341957092285,199.48013305664062,0.34707024693489075,0.14224009215831757,0.12004674971103668,Transport,1
-ett1/15T/medium,Moirai2,10.665780067443848,10.665780067443848,1.6653506755828857,1.0389811992645264,0.8133009672164917,0.3889414370059967,11.519312858581543,3.26585054397583,0.6224743723869324,0.3174174726009369,0.2604987323284149,Energy,7
-ett1/H/medium,Moirai2,167.32998657226562,167.32998657226562,7.205399036407471,1.3042583465576172,3247734521856.0,0.4289178252220154,16.902162551879883,12.935608863830566,0.6195850372314453,0.3451215326786041,0.2872616946697235,Energy,7
-ett2/15T/medium,Moirai2,12.762186050415039,12.762186050415039,2.2088661193847656,0.9195600748062134,0.14112639427185059,0.1747804433107376,11.09008502960205,3.572420120239258,0.1903807371854782,0.11771447211503983,0.0978662297129631,Energy,7
-ett2/H/medium,Moirai2,253.32736206054688,253.32736206054688,10.055752754211426,1.0852832794189453,0.18437251448631287,0.1749981790781021,11.153921127319336,15.916260719299316,0.21448184549808502,0.135507732629776,0.11071720719337463,Energy,7
-jena_weather/10T/medium,Moirai2,1942.8153076171875,1942.8153076171875,11.685406684875488,0.6510283946990967,0.8314501047134399,0.6661898493766785,9.578142166137695,44.07737731933594,0.27050212025642395,0.07171314209699631,0.058668095618486404,Nature,21
-jena_weather/H/medium,Moirai2,1340.6402587890625,1340.6402587890625,10.796601295471191,0.8172689080238342,2.6193902492523193,0.6811408400535583,10.437860488891602,36.61475372314453,0.22405217587947845,0.06606631726026535,0.05496005341410637,Nature,21
-bitbrains_fast_storage/5T/medium,Moirai2,3831930.5,3831930.5,260.03118896484375,0.9918146729469299,2.2075326442718506,0.8067377805709839,25.72391128540039,1957.53173828125,5.947522163391113,0.7900465726852417,0.6938542127609253,Web/CloudOps,2
-bitbrains_rnd/5T/medium,Moirai2,2298316.0,2298316.0,147.26242065429688,4.3996782302856445,0.5052017569541931,0.7080380916595459,163.8717498779297,1516.019775390625,6.378668308258057,0.6196081042289734,0.5960801839828491,Web/CloudOps,2
-bizitobs_application/10S/medium,Moirai2,3613374.25,3613374.25,1043.581787109375,2.478975534439087,0.03553047776222229,0.036169908940792084,53.43565368652344,1900.8878173828125,0.07464227080345154,0.040978383272886276,0.03691835328936577,Web/CloudOps,2
-bizitobs_service/10S/medium,Moirai2,56963.7421875,56963.7421875,49.91252899169922,1.131983995437622,0.10594205558300018,0.08129119127988815,18.115341186523438,238.67079162597656,0.17962925136089325,0.03756534680724144,0.03391871601343155,Web/CloudOps,2
-bizitobs_l2c/5T/medium,Moirai2,77.68477630615234,77.68477630615234,5.3431549072265625,0.5360136032104492,0.37753960490226746,0.6504175662994385,14.239152908325195,8.813896179199219,0.46374058723449707,0.28112852573394775,0.2606326937675476,Web/CloudOps,7
-bizitobs_l2c/H/medium,Moirai2,73.60548400878906,73.60548400878906,5.040341854095459,0.5085751414299011,0.561661422252655,0.7950536608695984,10.486610412597656,8.579363822937012,0.5194935202598572,0.30520036816596985,0.27381497621536255,Web/CloudOps,7
-electricity/15T/long,Moirai2,391376.21875,391376.21875,63.17216110229492,0.9070706963539124,0.13897426426410675,0.134074404835701,10.943906784057617,625.6007080078125,0.9869617819786072,0.09966183453798294,0.08316168934106827,Energy,1
-electricity/H/long,Moirai2,9811671.0,9811671.0,291.53839111328125,1.262234091758728,0.30803436040878296,0.1474093645811081,17.574865341186523,3132.35888671875,1.2354013919830322,0.11498266458511353,0.09748584777116776,Energy,1
-solar/10T/long,Moirai2,29.88235855102539,29.88235855102539,2.3448755741119385,1.01083505153656,3.0021917819976807,1.503761887550354,9.01179027557373,5.466475963592529,1.1814912557601929,0.5068073272705078,0.40836524963378906,Energy,1
-solar/H/long,Moirai2,695.760498046875,695.760498046875,11.615360260009766,0.8833699226379395,5.532365322113037,1.3997015953063965,10.741609573364258,26.37727165222168,0.9145480990409851,0.4027256965637207,0.3319021165370941,Energy,1
-kdd_cup_2018/H/long,Moirai2,4539.05078125,4539.05078125,25.811946868896484,1.0698148012161255,0.9702631831169128,0.6511303782463074,15.044140815734863,67.37247467041016,1.5808305740356445,0.6056525707244873,0.5183228254318237,Nature,1
-loop_seattle/5T/long,Moirai2,102.15283966064453,102.15283966064453,5.852677822113037,0.928242027759552,0.20338046550750732,0.12979671359062195,12.898492813110352,10.10706901550293,0.17869503796100616,0.10347653925418854,0.08709994703531265,Transport,1
-loop_seattle/H/long,Moirai2,63.72977828979492,63.72977828979492,4.314446926116943,0.9038061499595642,0.12193074822425842,0.1005469411611557,13.63674259185791,7.98309326171875,0.14266857504844666,0.07710494101047516,0.06565489619970322,Transport,1
-sz_taxi/15T/long,Moirai2,17.477622985839844,17.477622985839844,2.822140693664551,0.5302703380584717,7329904328704.0,0.4138064384460449,6.833168029785156,4.180624961853027,0.38695117831230164,0.2612123191356659,0.21665456891059875,Transport,1
-m_dense/H/long,Moirai2,37458.58203125,37458.58203125,82.49683380126953,0.7182016968727112,0.26045969128608704,0.2135668247938156,10.146082878112793,193.54220581054688,0.33505016565322876,0.14281421899795532,0.11958861351013184,Transport,1
-ett1/15T/long,Moirai2,10.191858291625977,10.191858291625977,1.6781684160232544,1.0669130086898804,0.8645601868629456,0.3900018632411957,14.423590660095215,3.1924688816070557,0.6084877252578735,0.3198605477809906,0.2684479057788849,Energy,7
-ett1/H/long,Moirai2,203.1143341064453,203.1143341064453,7.873347282409668,1.4649949073791504,2660186456064.0,0.47378653287887573,24.58342933654785,14.251818656921387,0.682488739490509,0.37703752517700195,0.3230729103088379,Energy,7
-ett2/15T/long,Moirai2,13.122858047485352,13.122858047485352,2.279362916946411,0.959116518497467,0.14799295365810394,0.17831845581531525,13.057952880859375,3.6225485801696777,0.19305217266082764,0.12147137522697449,0.10234040766954422,Energy,7
-ett2/H/long,Moirai2,237.56210327148438,237.56210327148438,9.41628360748291,1.0515315532684326,0.18637529015541077,0.17694972455501556,14.501702308654785,15.413049697875977,0.21106985211372375,0.12894874811172485,0.10860944539308548,Energy,7
-jena_weather/10T/long,Moirai2,1825.4752197265625,1825.4752197265625,11.603591918945312,0.7330641150474548,0.9823510646820068,0.6760526895523071,13.818408012390137,42.725582122802734,0.26144516468048096,0.07100436836481094,0.05961557850241661,Nature,21
-jena_weather/H/long,Moirai2,1278.8531494140625,1278.8531494140625,11.639805793762207,1.0389355421066284,2.1917943954467773,0.6806634664535522,18.089033126831055,35.76105499267578,0.21532118320465088,0.07008452713489532,0.05799703299999237,Nature,21
-bitbrains_fast_storage/5T/long,Moirai2,5638371.5,5638371.5,367.75579833984375,0.9175259470939636,3.341670274734497,0.8233354091644287,21.859882354736328,2374.525390625,6.275162220001221,0.9718688130378723,0.8065826892852783,Web/CloudOps,2
-bitbrains_rnd/5T/long,Moirai2,2340055.5,2340055.5,154.8313751220703,3.3333687782287598,0.7227475643157959,0.6934060454368591,121.20797729492188,1529.7239990234375,5.860028266906738,0.5931240916252136,0.5697691440582275,Web/CloudOps,2
-bizitobs_application/10S/long,Moirai2,6483073.0,6483073.0,1533.4085693359375,3.4278934001922607,0.050070058554410934,0.05103800445795059,101.53668975830078,2546.18798828125,0.09819629043340683,0.05913744121789932,0.056454192847013474,Web/CloudOps,2
-bizitobs_service/10S/long,Moirai2,128119.78125,128119.78125,76.06694030761719,1.37122642993927,0.11781994998455048,0.09284570068120956,30.744794845581055,357.938232421875,0.2651720941066742,0.05635282024741173,0.053895868360996246,Web/CloudOps,2
-bizitobs_l2c/5T/long,Moirai2,85.3919677734375,85.3919677734375,5.707359790802002,0.5799223184585571,0.40167975425720215,0.7719800472259521,16.739368438720703,9.240777015686035,0.5188558101654053,0.3204597234725952,0.30009692907333374,Web/CloudOps,7
-bizitobs_l2c/H/long,Moirai2,99.5688705444336,99.5688705444336,5.755020618438721,0.6107828617095947,0.7120028138160706,0.8073437213897705,15.002673149108887,9.97842025756836,0.6095107197761536,0.35153326392173767,0.3212907910346985,Web/CloudOps,7

results/Moirai2/config.json

@@ -1,10 +0,0 @@
-{
-    "model": "Moirai2",
-    "model_type": "pretrained",
-    "model_dtype": "float32",
-    "model_link": "https://huggingface.co/Salesforce/moirai-2.0-R-small",
-    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/moirai2.ipynb",
-    "org": "Salesforce AI Research",
-    "testdata_leakage": "No",
-    "replication_code_available": "Yes"
-}

results/MoiraiAgent-leaking/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-ett1/W/short,MoiraiAgent-leaking,1922959.1008590756,1922959.1008590756,1023.2215715135846,1.7678688932404552,0.6523123413431963,0.6174924906567194,10.592081938419708,1386.708008507586,0.5518042141837641,0.4071642853008308,0.3176080006270214,Energy,7
-saugeen/M/short,MoiraiAgent-leaking,442.6092938609176,442.6092938609176,13.155999881880623,0.7708285039004029,0.4059140170041235,0.376905313222615,6.120241012309893,21.03828162804457,0.6316323287276547,0.3949825840840487,0.3164227285413208,Nature,1
-us_births/M/short,MoiraiAgent-leaking,36880588.98640951,36880588.98640951,5135.903645833333,0.5796021824032279,0.0158337987051696,0.0159895124982955,3.116167384532352,6072.93907316791,0.018862507356484,0.0159520817078096,0.0116857772064188,Healthcare,1
-bizitobs_application/10S/long,MoiraiAgent-leaking,5800082.536261333,5800082.536261333,1464.715584081014,3.035268031373664,0.0438796853778002,0.0449018324974507,51.59158666862463,2408.336051356067,0.092879895106491,0.056488225442494,0.0503907930633193,Web/CloudOps,2
-bizitobs_l2c/H/long,MoiraiAgent-leaking,82.31742262811916,82.31742262811916,5.29689035225837,0.5646743036295974,0.6109710678291644,0.7847466165328574,5.301016690912072,9.0728949419752,0.55419860904321,0.3235493504829356,0.2631600366379862,Web/CloudOps,7
-ett1/D/short,MoiraiAgent-leaking,41145.4073356658,41145.4073356658,134.282200280778,1.6076143842723154,1.417166829902787,0.454428059923752,12.384847189063422,202.84330734748383,0.5327746751294115,0.3526966532235528,0.2730852757697575,Energy,7
-bizitobs_application/10S/medium,MoiraiAgent-leaking,2828606.770918675,2828606.770918675,938.2000554243724,2.1229976863180413,0.0301435773739771,0.0307052242576038,19.857662706714244,1681.846238786018,0.0660411518278822,0.0368403548887631,0.0303350781574969,Web/CloudOps,2
-bizitobs_l2c/H/medium,MoiraiAgent-leaking,70.95556323788983,70.95556323788983,4.829649629224358,0.4854082092213864,0.4647784520085575,0.7602969887287452,3.552974919534388,8.42351252375693,0.510056477894272,0.2924426208660596,0.2310871259677409,Web/CloudOps,7
-ett2/W/short,MoiraiAgent-leaking,3344984.803398259,3344984.803398259,1254.9863880702428,0.8198858253264116,0.1308706122168081,0.1447069959259727,6.41122158920198,1828.929961315703,0.153419184549162,0.105274117845128,0.0838331148615692,Energy,7
-ett2/D/short,MoiraiAgent-leaking,104282.32720071592,104282.32720071592,189.30453249537757,1.237825686492234,0.4110022840284508,0.1285059927702507,10.336576525749434,322.9277430025422,0.184820067481461,0.1083439785787208,0.0888575059495718,Energy,7
-saugeen/W/short,MoiraiAgent-leaking,968.515666503706,968.515666503706,15.271628594398498,1.2386532215612605,0.3978034767671309,0.4018297114926435,12.194035216392564,31.120984343425032,0.9394127902929924,0.4609868078678916,0.3785246081972413,Nature,1
-us_births/W/short,MoiraiAgent-leaking,1657965.44241333,1657965.44241333,1001.2321428571428,0.910554396027256,0.0136668304001199,0.0136704300942968,5.715512214382463,1287.6200691249458,0.0174793161815247,0.0135916281640429,0.0105582246634151,Healthcare,1
-jena_weather/D/short,MoiraiAgent-leaking,394.2980810603372,394.2980810603372,9.61741770075196,0.9967864218742054,0.5853275745379929,0.4566469308242122,7.240984737859527,19.856940375101527,0.1195712357222849,0.0579125734988972,0.0454740933462453,Nature,21
-bizitobs_application/10S/short,MoiraiAgent-leaking,362448.7766435564,362448.7766435564,326.0790887811449,1.0322422842293868,0.014563968016641,0.0146926839794667,7.6236653057529455,602.0371887546121,0.0232181679588484,0.0125755670789214,0.0099328847339682,Web/CloudOps,2
-bizitobs_l2c/H/short,MoiraiAgent-leaking,51.698960453781126,51.698960453781126,4.349450548567499,0.4327348105109728,0.3943748259399773,0.5896353840467818,2.969148880223248,7.190198916148365,0.3875701359980726,0.2344465237031578,0.1851041294926999,Web/CloudOps,7
-us_births/D/short,MoiraiAgent-leaking,144092.22343805592,144092.22343805592,225.1733553059896,0.3314301858018498,0.0217307261985107,0.0215195303870016,3.065084319944368,379.5948148197706,0.0355839336550964,0.0211081748835481,0.0171657923453774,Healthcare,1
-ett2/H/long,MoiraiAgent-leaking,234.7012196580409,234.7012196580409,9.268702529536354,1.0287833021144752,0.1809058778208943,0.173364232429192,7.351493310922624,15.319961477041677,0.2097950813149224,0.126927747421686,0.1029193447296313,Energy,7
-saugeen/D/short,MoiraiAgent-leaking,1086.453311888044,1086.453311888044,11.955319752693176,2.6561451289717404,0.2553949752399402,0.3013758503640539,36.156892150153325,32.96139123107585,1.0676273155342193,0.3872356553289948,0.3267546725551236,Nature,1
-ett1/H/long,MoiraiAgent-leaking,144.37525942663015,144.37525942663015,7.034508810350523,1.3433637923963433,3150427836070.028,0.4680202093894685,9.205412287337252,12.015625636088624,0.5754022876739224,0.3368673912393686,0.2616734754415228,Energy,7
-jena_weather/H/long,MoiraiAgent-leaking,1106.5238511486352,1106.5238511486352,10.249544346933783,0.8453325167374546,1.79609527110441,0.6108534520222177,6.790415363364537,33.26445326694301,0.2002888632087222,0.0617136127018452,0.0499238745289775,Nature,21
-ett2/H/medium,MoiraiAgent-leaking,235.30514024330705,235.30514024330705,9.48963560395475,1.0330257011357225,0.1757913497232386,0.1679309155735952,7.251909134525472,15.339659065419513,0.206711770472137,0.1278789423195871,0.1030607913319248,Energy,7
-ett1/H/medium,MoiraiAgent-leaking,140.97813261414478,140.97813261414478,6.820466484707071,1.2513513770335738,3369069804995.08,0.4326347979727412,9.050658851082996,11.87342126828425,0.5687087329049733,0.3266841767586929,0.2549407068345508,Energy,7
-m_dense/D/short,MoiraiAgent-leaking,8762.381605938195,8762.381605938195,45.44365694116663,0.6709316438156029,0.1206921257646375,0.0982101740781094,7.932004904699334,93.60759374077615,0.1620485911421941,0.0786696921625643,0.0653627983208705,Transport,1
-jena_weather/H/medium,MoiraiAgent-leaking,1168.884994716826,1168.884994716826,9.67344134557375,0.7511120656178825,1.9190698241034452,0.6316595811251793,6.508329829883853,34.18896012921168,0.2092083105485261,0.0591935032083237,0.0474920323767152,Nature,21
-solar/W/short,MoiraiAgent-leaking,1482700.2404831452,1482700.2404831452,960.4683833992394,1.043678869855943,0.2131107776370573,0.1875504751764428,5.459400333652198,1217.6617923229526,0.2485552090738321,0.1960556053821608,0.1404323058515825,Energy,1
-bizitobs_l2c/5T/long,MoiraiAgent-leaking,88.81988518852675,88.81988518852675,5.938304780518732,0.6177959427352402,0.4901490008059811,0.776735331715351,6.102607049720008,9.424430231506134,0.5291676679505634,0.3334269356445322,0.2745323543842006,Web/CloudOps,7
-covid_deaths/D/short,MoiraiAgent-leaking,242705.70573679812,242705.70573679812,83.87179795183302,33.239184101665955,0.0876101806404636,0.1248095442844032,701.6649048043954,492.6517083465744,0.1853625940445299,0.0315571706585731,0.028651235209677,Healthcare,1
-bizitobs_l2c/5T/medium,MoiraiAgent-leaking,62.152304924536445,62.152304924536445,5.245451580836627,0.5503502362005954,0.4107753440196096,0.6907350538595017,4.24717078066682,7.883673314168748,0.4147971507621293,0.2759878908581025,0.2200715634238864,Web/CloudOps,7
-sz_taxi/15T/medium,MoiraiAgent-leaking,16.26584353405287,16.26584353405287,2.7432859414279607,0.534836458162746,9614899200899.854,0.4038453903786848,3.9433375324168223,4.033093543925416,0.3753466653680791,0.2553085414587048,0.2020051126646884,Transport,1
-hierarchical_sales/W/short,MoiraiAgent-leaking,464.1881975026845,464.1881975026845,8.938606926508374,0.7191409360244655,0.5280152514457227,0.4580353239245712,7.421791152111056,21.54502721053479,0.9891427376923094,0.4103758161938505,0.344678402667067,Sales,1
-bizitobs_service/10S/long,MoiraiAgent-leaking,129921.21888730965,129921.21888730965,75.65915844685028,1.3131301187280573,0.0786872796079503,0.0763868603599212,19.85008828981294,360.44586124314094,0.2670298171734636,0.0560507233399257,0.0515311539731114,Web/CloudOps,2
-solar/D/short,MoiraiAgent-leaking,121706.4160932687,121706.4160932687,248.42212083693548,0.9677288967397706,1.0561448218938685,0.4238682760182228,4.515579545076429,348.86446665326736,0.5039903406221526,0.3588853588322652,0.2703548529272707,Energy,1
-sz_taxi/15T/long,MoiraiAgent-leaking,15.455212343807252,15.455212343807252,2.6837548986810518,0.5061601466274933,6568357735729.298,0.39712348290551,3.5873166400619425,3.931311784100474,0.3638751877116986,0.2484035536126279,0.1960291123136082,Transport,1
-m4_weekly/W/short,MoiraiAgent-leaking,220386.8966151768,220386.8966151768,241.1860764615664,1.858585168765529,0.0594641682519109,0.0585660750529685,13.247784358335284,469.45382799075867,0.0855272054973445,0.0439403619583068,0.035039527537903,Econ/Fin,1
-ett1/H/short,MoiraiAgent-leaking,99.13028522490048,99.13028522490048,4.886843017502023,0.8076410086977762,0.4670246261471479,0.2563510184376263,5.740288531249164,9.956419297362908,0.4647067967904227,0.2280889441530953,0.1768892652838432,Energy,7
-bizitobs_service/10S/medium,MoiraiAgent-leaking,19560.353310614497,19560.353310614497,35.81813772769792,0.9921884018998464,0.0635273419636437,0.0567131624258045,9.695895273721227,139.85833300384536,0.1052606771956583,0.0269575745122114,0.0209736849782821,Web/CloudOps,2
-ett2/H/short,MoiraiAgent-leaking,107.90844776117396,107.90844776117396,6.385164782617774,0.7318255343840185,0.1193336995280915,0.1091390787750913,5.54881917778854,10.387899102377435,0.1317474639433783,0.0809816555474566,0.0648465254146567,Energy,7
-sz_taxi/H/short,MoiraiAgent-leaking,7.132598843609232,7.132598843609232,1.837800126860474,0.5597375526572784,1.137913795837233,0.2944005599432808,4.193710668341138,2.6706925775179053,0.2487914911173868,0.1712024205954399,0.1356767697536933,Transport,1
-kdd_cup_2018/D/short,MoiraiAgent-leaking,3078.232510680184,3078.232510680184,22.192841526974757,1.2387248595389642,0.5380777106260454,0.4859012938921304,10.357692304531176,55.48182144342581,1.2428517069707397,0.4971432129793569,0.4001246255639362,Nature,1
-m_dense/H/long,MoiraiAgent-leaking,33275.39462595018,33275.39462595018,76.69024538124785,0.6633716774678452,0.2648703596900888,0.186496713131142,7.305148955855769,182.4154451408931,0.3157881014450989,0.1327621516346807,0.1095644998487754,Transport,1
-loop_seattle/D/short,MoiraiAgent-leaking,18.468066837006607,18.468066837006607,2.937754229790655,0.885774281184359,0.0546682304801358,0.0541910881425739,8.640705751025932,4.2974488754383815,0.076801153435212,0.0525015933631274,0.0430062016079124,Transport,1
-m_dense/H/medium,MoiraiAgent-leaking,35796.37455213744,35796.37455213744,77.98605653602216,0.6768500768864981,0.2682997191560772,0.1884592107191146,8.317821293168087,189.19929849800565,0.3291828765949031,0.13568588588129,0.1123607476262086,Transport,1
-hospital/M/short,MoiraiAgent-leaking,3186.2245918136227,3186.2245918136227,18.404263072250096,0.76587996713784,0.1931911764511835,0.1744733258827311,5.165826464899864,56.44665261832293,0.2049144567170711,0.0668117486829324,0.0519486082776373,Healthcare,1
-m4_hourly/H/short,MoiraiAgent-leaking,1241505.6206661155,1241505.6206661155,214.67741793993972,0.6788343354056098,0.0868393482228086,0.0778341758176444,5.472877345296247,1114.2287111119133,0.1521168364398163,0.0293082105553569,0.0217615815324199,Econ/Fin,1
-bizitobs_l2c/5T/short,MoiraiAgent-leaking,19.21867740203917,19.21867740203917,2.537843653311332,0.2665844470986803,0.1480165085857754,0.2031408347986984,2.680562154908216,4.383911199150727,0.1505612493006792,0.087159819990509,0.0706035533707206,Web/CloudOps,7
-solar/H/medium,MoiraiAgent-leaking,600.5255129407659,600.5255129407659,10.172298594019257,0.7759985673179968,3.788771915294393,1.3576157924833727,4.035497267113435,24.5056220680228,0.8827497032920046,0.3664299376176856,0.2830659024458329,Energy,1
-jena_weather/H/short,MoiraiAgent-leaking,1095.598569307172,1095.598569307172,8.321559204081451,0.5172613682014809,1.2378954620962417,0.5695605894813986,4.785618543702605,33.09982733047367,0.2028998187923268,0.0510106242464674,0.0411788546111014,Nature,21
-electricity/W/short,MoiraiAgent-leaking,36092800415.65694,36092800415.65694,25948.885207406463,1.4202135280103632,0.1058227079521159,0.0902172530846871,12.024212164992706,189981.05278068373,0.4334740831947393,0.0592067948912308,0.0460692062479211,Energy,1
-ett1/15T/long,MoiraiAgent-leaking,8.991227395028174,8.991227395028174,1.5273126489462865,0.9765382704500768,0.8000395593895443,0.3723549572820061,7.369432331297573,2.998537542707807,0.5715242204220015,0.2911073010082861,0.2301857186651809,Energy,7
-solar/H/long,MoiraiAgent-leaking,599.7042825914968,599.7042825914968,10.698153308879933,0.8133307519736666,4.639376467594781,1.3521956245880704,4.057072931014464,24.48886037755732,0.8490735308877917,0.3709245209415354,0.2796492297528261,Energy,1
-restaurant/D/short,MoiraiAgent-leaking,137.63240083189052,137.63240083189052,7.062107270439989,0.678016519175151,0.6584484470146008,0.3902829708478726,4.6589857976088025,11.731683631597408,0.5399192627639758,0.3250145393237894,0.2554124505749786,Sales,1
-ett2/15T/long,MoiraiAgent-leaking,11.889467509118012,11.889467509118012,2.1591536020049973,0.890255619901942,0.1348756420333238,0.1608448022710511,7.699890880232282,3.448110715901972,0.1837560615834547,0.1150652038023039,0.0928460923382147,Energy,7
-hierarchical_sales/D/short,MoiraiAgent-leaking,28.89327839263237,28.89327839263237,2.312057612056498,0.7450733557706084,0.6342060536884567,1.063330113769468,7.999372259333705,5.3752468215545575,1.649066197585318,0.7093136708854482,0.5808777900911117,Sales,1
-bizitobs_service/10S/short,MoiraiAgent-leaking,2135.672394549348,2135.672394549348,18.226838727946635,0.723223785025364,0.0558043224962753,0.0450336083052,5.872363644096716,46.21333567866908,0.0342363179417515,0.0135030254059553,0.0106411772938972,Web/CloudOps,2
-ett1/15T/medium,MoiraiAgent-leaking,9.257671719036347,9.257671719036347,1.542459416512459,0.9714533238729788,0.7706487963148978,0.3739968314331537,7.066523659793911,3.0426422265912807,0.5799306339124488,0.293994298568728,0.2311450045472186,Energy,7
-ett2/15T/medium,MoiraiAgent-leaking,11.334073198617274,11.334073198617274,2.0943166991346884,0.8633323594950876,0.1301556993622524,0.1569237683263772,6.876641756063168,3.3666115306962983,0.1794128106229322,0.1116099205091781,0.0888799033407043,Energy,7
-jena_weather/10T/long,MoiraiAgent-leaking,1411.4909967526894,1411.4909967526894,9.616698463717212,0.6472233828365973,0.7977089640109153,0.6185700220762774,5.970667404026429,37.5698149683052,0.229896134127328,0.0588462254004157,0.0477285235329391,Nature,21
-loop_seattle/H/long,MoiraiAgent-leaking,53.83723740263109,53.83723740263109,3.999869223036408,0.8383294835462033,0.1193368716321157,0.0927078619296184,7.337945736874577,7.33738627868474,0.1311288947505264,0.0714830064061217,0.0573188110243204,Transport,1
-loop_seattle/H/medium,MoiraiAgent-leaking,59.07611561709591,59.07611561709591,4.191195134581735,0.8618598731158854,0.1122319039773527,0.0954522603633129,6.785559739901541,7.686098855537567,0.1358509380211795,0.0740789054583282,0.0585107628729103,Transport,1
-sz_taxi/15T/short,MoiraiAgent-leaking,16.570788246179074,16.570788246179074,2.713615720856091,0.541343904449962,1026926200035.912,0.3920738526027632,4.18019953812287,4.0707233074945135,0.380630049622624,0.2537346826261978,0.2009064787048499,Transport,1
-kdd_cup_2018/H/medium,MoiraiAgent-leaking,4377.495776316529,4377.495776316529,19.649335198091435,0.8141400962175239,0.7506871951548849,0.4347940531649916,7.555753436484032,66.16264638235482,1.3849040268428403,0.4112961758415845,0.3406220726609609,Nature,1
-kdd_cup_2018/H/long,MoiraiAgent-leaking,3352.225861948829,3352.225861948829,17.699599378355167,0.754144402047447,0.6688743226394185,0.449927874475496,6.527752036118429,57.89840983955284,1.3585307087219898,0.4153041396854681,0.3411435264504319,Nature,1
-ett2/15T/short,MoiraiAgent-leaking,7.699720499513117,7.699720499513117,1.6798881159030965,0.7260620959089167,0.1049230648719417,0.1238508746902464,6.058336669766258,2.7748370221533945,0.1317313957076078,0.0797502715920969,0.0642960478328363,Energy,7
-bitbrains_rnd/H/short,MoiraiAgent-leaking,1830237.7388572784,1830237.7388572784,144.0952470391579,5.805481271955453,1.1014774761453825,0.5055499661667071,208.3938026491316,1352.862793803303,5.920789498800784,0.6306313023052907,0.6168246016091092,Web/CloudOps,2
-ett1/15T/short,MoiraiAgent-leaking,4.570573538356436,4.570573538356436,1.0557503806183204,0.672161226538084,0.468461707618226,0.2367501389081841,4.770646742176777,2.137889973398172,0.4041502060801065,0.1995807731947193,0.1559861644073163,Energy,7
-m_dense/H/short,MoiraiAgent-leaking,42575.00205910077,42575.00205910077,85.12043382046951,0.757566311892297,0.2845861172071204,0.2036550518040063,9.56965571199351,206.33710780928564,0.3659906556060106,0.1509824563801495,0.125644344007529,Transport,1
-electricity/D/short,MoiraiAgent-leaking,1376024314.6556034,1376024314.6556034,4356.532716627356,1.383151148354362,0.2374848183037236,0.0889351669357248,11.933170241617075,37094.80172012789,0.6095908133275252,0.0715923040121236,0.0569352737249552,Energy,1
-jena_weather/10T/medium,MoiraiAgent-leaking,1447.1449215696714,1447.1449215696714,9.54355435575667,0.6126390130883194,0.7427771026741966,0.6212686116066237,5.653290667652542,38.04135804055464,0.2334591768869023,0.0585686331727467,0.0475902665359285,Nature,21
-car_parts/M/short,MoiraiAgent-leaking,1.3712891236144362,1.3712891236144362,0.4454835633693085,0.8243541012699945,0.8436202817784486,1.8826219878971917,16.154873936551763,1.171020547904449,2.8079871500722486,1.0682238870598233,0.9377930518310624,Sales,1
-jena_weather/10T/short,MoiraiAgent-leaking,858.288823557019,858.288823557019,5.774348040532098,0.2743923194800031,0.3471210258267757,0.5057820253920888,2.288540366828305,29.29656675375152,0.1819684131036287,0.0358659415103348,0.0287590539495772,Nature,21
-bitbrains_fast_storage/H/short,MoiraiAgent-leaking,4710294.1306892745,4710294.1306892745,368.6220884098037,0.9704924741677424,3.350517179106832,0.5391573042515456,19.34355072422629,2170.321204496992,6.1861205010729625,1.0506927055475754,0.8211485157407529,Web/CloudOps,2
-solar/H/short,MoiraiAgent-leaking,603.5866565715182,603.5866565715182,10.188234415364231,0.7865458014370584,4.024865043272097,1.3496179036589395,4.896978849421916,24.56800066288501,0.9055846907206506,0.3755417153649517,0.2931557017925997,Energy,1
-m4_daily/D/short,MoiraiAgent-leaking,381714.3416147495,381714.3416147495,169.3211172917965,3.150790890483381,0.0382864091538235,0.0290736550938306,25.854586458178687,617.8303501890705,0.0954377140511578,0.0261554330731272,0.020900875015841,Econ/Fin,1
-bitbrains_rnd/5T/medium,MoiraiAgent-leaking,2309249.3766866284,2309249.3766866284,148.7534943958135,4.354969717385149,0.6745840486026569,0.6563139580611497,159.93464776340124,1519.621458352911,6.393822021503173,0.6258817701050262,0.655730522595201,Web/CloudOps,2
-bitbrains_rnd/5T/long,MoiraiAgent-leaking,2390128.7436598563,2390128.7436598563,164.61913903575265,3.2710403459027115,1.1952702965853588,0.6411810709017152,115.53050312512713,1546.0041214886382,5.922393632691715,0.6306188497775609,0.6249570910274973,Web/CloudOps,2
-solar/10T/long,MoiraiAgent-leaking,18.48530508500165,18.48530508500165,1.844432255377427,0.8077314817128574,3.196107120891229,1.4404321352288,4.0539420978601495,4.299454044992416,0.9292581941919216,0.3986445183517212,0.301211438678737,Energy,1
-electricity/H/long,MoiraiAgent-leaking,7941654.720915937,7941654.720915937,270.651409538232,1.1636586657798176,0.2880209942651526,0.1338301233228583,10.444912646142264,2818.09416466447,1.1114555504409094,0.1067448402320295,0.0853057705828549,Energy,1
-loop_seattle/H/short,MoiraiAgent-leaking,41.83198045939066,41.83198045939066,3.5146763169777127,0.7252731216258883,0.1011813330586836,0.081206490150456,6.497171440752356,6.467764718926522,0.1144860148854065,0.0622133461295235,0.0503988029618021,Transport,1
-solar/10T/medium,MoiraiAgent-leaking,19.410690062794465,19.410690062794465,1.839805845075798,0.8028349055702573,3.519398278224154,1.437968320132993,4.0691967534132125,4.405756468847826,0.977654881197956,0.408260233540614,0.310317738127033,Energy,1
-kdd_cup_2018/H/short,MoiraiAgent-leaking,3743.1493174646353,3743.1493174646353,16.443774578741152,0.6770786314312887,0.5786148762220655,0.3711718737136376,6.3918925505540285,61.18128241108252,1.280635042112117,0.3441979821317664,0.2885938116836737,Nature,1
-bitbrains_fast_storage/5T/medium,MoiraiAgent-leaking,3222058.5119395223,3222058.5119395223,291.8819936104378,0.9613594805425484,4.132512384745454,0.768922542236128,21.66248865775462,1795.009334777823,5.453734098558912,0.8868181075535352,0.7106437689628734,Web/CloudOps,2
-bitbrains_fast_storage/5T/long,MoiraiAgent-leaking,4476090.869644248,4476090.869644248,375.56108774984233,0.8719455125603943,4.437202793429223,0.7826495034403658,16.12787046000301,2115.6774020734465,5.591103636573008,0.9924958131214008,0.79908114565413,Web/CloudOps,2
-electricity/H/medium,MoiraiAgent-leaking,5353877.008593891,5353877.008593891,234.74639760218935,1.0422547287235862,0.2302762041186331,0.1216231671239951,9.391840463702495,2313.8446379551697,0.9031698078047152,0.0916292543273713,0.073331805999729,Energy,1
-m4_yearly/A/short,MoiraiAgent-leaking,3516755.460513619,3516755.460513619,869.6197613247356,3.2344877796601037,0.1650581389494087,0.1447390793590613,32.22733623253641,1875.3014319073127,0.3007132764860076,0.1394475593499499,0.1140816815605301,Econ/Fin,1
-m4_quarterly/Q/short,MoiraiAgent-leaking,1758350.28115295,1758350.28115295,551.5888870245616,1.144955127800403,0.1140453732170217,0.1005360687052079,9.314091832099416,1326.0280091887012,0.2219537386032714,0.0923262667143985,0.0740449863272539,Econ/Fin,1
-solar/10T/short,MoiraiAgent-leaking,21.58929055122808,21.58929055122808,1.877066185608718,0.821064877237723,5.119796612755968,1.499489365114564,6.064855980361769,4.646427719359043,1.351645294108808,0.5460383395049954,0.4412185972369583,Energy,1
-bitbrains_rnd/5T/short,MoiraiAgent-leaking,1702753.7780737197,1702753.7780737197,119.24636908403642,1.6113625487668528,0.9565043700860956,0.5837912460744317,52.53284280882733,1304.8960794154143,5.339258080624209,0.4879217201742764,0.4139724340422097,Web/CloudOps,2
-m4_monthly/M/short,MoiraiAgent-leaking,1809005.8372003816,1809005.8372003816,549.1371842566176,0.9072368197886248,0.1569295508788732,0.1297795411211348,8.03107875188016,1344.9928762638044,0.2795356919922433,0.1141295582369595,0.0919525076549633,Econ/Fin,1
-electricity/H/short,MoiraiAgent-leaking,1703762.1760296577,1703762.1760296577,162.05968912801202,0.8677276145534056,0.1497353933223731,0.1142297063122895,10.68528836799473,1305.282412365101,0.6161865191116784,0.076503747224458,0.0633078101249869,Energy,1
-temperature_rain/D/short,MoiraiAgent-leaking,174.9461532522185,174.9461532522185,5.650777000078573,1.309692067775514,23.49794962106201,1.4846019362913354,22.59824556451883,13.226721182977228,1.557134784195671,0.6652458536647419,0.5477337723339576,Nature,1
-bitbrains_fast_storage/5T/short,MoiraiAgent-leaking,1871352.344541768,1871352.344541768,159.8617234659177,0.6521529904922871,1.9962647783722725,0.6823002326646034,13.26901703348176,1367.9738098888326,4.295099415098394,0.5019262722660474,0.4134415562173111,Web/CloudOps,2
-loop_seattle/5T/long,MoiraiAgent-leaking,88.06876240809983,88.06876240809983,5.4172781922252415,0.8605164811153628,0.17373773724089,0.1221241736587049,6.803290176602598,9.384495852633735,0.1659198153711317,0.0957785917946583,0.0771438316697811,Transport,1
-loop_seattle/5T/medium,MoiraiAgent-leaking,73.99705059631746,73.99705059631746,5.016062351226753,0.7988602332224258,0.1613098377107649,0.1145437652741581,6.297998533106341,8.602153834727526,0.153049991877322,0.0892460559135899,0.0716343078152939,Transport,1
-loop_seattle/5T/short,MoiraiAgent-leaking,44.62217712510064,44.62217712510064,3.5802928772730938,0.5669836442339283,0.0952770218366573,0.0765577464950278,4.935491572959085,6.679983317726223,0.1145469662019274,0.0613941184729783,0.0492957716663473,Transport,1
-electricity/15T/long,MoiraiAgent-leaking,295611.2374323296,295611.2374323296,55.91430838385571,0.8510185480364513,0.1252222113691885,0.1231474356275867,7.391626067003246,543.7014230552736,0.8577556378079997,0.0882116750419311,0.0708844731948339,Energy,1
-electricity/15T/medium,MoiraiAgent-leaking,227065.9224501587,227065.9224501587,50.583872111053125,0.8014910916163803,0.1219113695165609,0.1210731746257233,7.298422489486778,476.5143465313072,0.8210821913509518,0.0871611040932867,0.0705510395156446,Energy,1
-electricity/15T/short,MoiraiAgent-leaking,131880.39777924397,131880.39777924397,48.60602376284002,0.9176286302001752,0.1548712764834733,0.1487684250526304,10.938975568133582,363.1534080512586,0.7158469673619654,0.0958120561028618,0.0808094801655365,Energy,1

results/MoiraiAgent-leaking/config.json

@@ -1,10 +0,0 @@
-{
-    "model": "MoiraiAgent-leaking",
-    "model_type": "agentic",
-    "model_dtype": "bf16",
-    "model_link": "https://huggingface.co/Salesforce/moirai-agent",
-    "code_link": "https://github.com/SalesforceAIResearch/uni2ts/tree/main/project/moirai-agent/gift_eval",
-    "org": "Salesforce AI Research",
-    "testdata_leakage": "Yes",
-    "replication_code_available": "Yes"
-}

results/MoiraiAgent/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-ett1/W/short,MoiraiAgent,1352765.7856364343,1352765.7856364343,925.8344933646066,1.618608939759112,0.6359818469834985,0.584643682236503,7.834702064371434,1163.0845995182096,0.462819122359509,0.3684116424950215,0.2729947667639454,Energy,7
-ett1/D/short,MoiraiAgent,37471.18491072942,37471.18491072942,129.08230155796286,1.5566275280936923,1.3726162636579862,0.4516571430793921,11.44452537614056,193.57475277197028,0.5084305090957287,0.339038946745676,0.2613360178621839,Energy,7
-us_births/M/short,MoiraiAgent,38466434.88366699,38466434.88366699,5063.61328125,0.5713265856247004,0.0156097670383255,0.0157715784210701,3.0027055899003563,6202.131479069675,0.0192637780883921,0.0157275483282832,0.0120038061573812,Healthcare,1
-bizitobs_application/10S/long,MoiraiAgent,6093266.163729536,6093266.163729536,1500.5113391113282,3.144567357947045,0.0455923608676251,0.0466076387501265,51.42855102278452,2468.454205313426,0.0951984120054974,0.0578687246342912,0.0517269306335458,Web/CloudOps,2
-ett2/W/short,MoiraiAgent,3372574.287506861,3372574.287506861,1233.998185294015,0.7782184281428035,0.1232854068137059,0.1297796232774148,6.230850513900975,1836.4569931002636,0.1540505871194562,0.1035135294009621,0.0834030901069498,Energy,7
-bizitobs_application/10S/medium,MoiraiAgent,2896830.038944903,2896830.038944903,948.5478690640132,2.1336761416309296,0.0303295118123068,0.0308841900318056,19.999294735585075,1702.0076494965888,0.066832831087909,0.0372466830749566,0.0303255314571911,Web/CloudOps,2
-saugeen/M/short,MoiraiAgent,418.0067241953927,418.0067241953927,12.781790682247706,0.748843312965724,0.3706422391829786,0.3637731085979867,4.861806725260907,20.4452127451732,0.6138266216738716,0.383747701293984,0.3039403723776294,Nature,1
-bizitobs_l2c/H/medium,MoiraiAgent,71.49381001060063,71.49381001060063,4.801446896820285,0.4834676911213507,0.4809710528099655,0.7523832145692969,3.537655274061299,8.455401232975325,0.5119873876736136,0.2907349025815024,0.2297339134520516,Web/CloudOps,7
-bizitobs_l2c/H/long,MoiraiAgent,81.36305677386217,81.36305677386217,5.266159118091067,0.5627149878438005,0.6185166461030641,0.782885825606479,5.402726941594578,9.020147270076148,0.5509766290044599,0.3216721980041929,0.2616038483114018,Web/CloudOps,7
-ett2/D/short,MoiraiAgent,100697.58484477576,100697.58484477576,187.7946618995969,1.2367586908193842,0.4058072733327699,0.1285819139689067,10.203785514356522,317.328827629599,0.1816156604911263,0.1074798398001636,0.0880240185114922,Energy,7
-us_births/W/short,MoiraiAgent,2157828.067363194,2157828.067363194,1108.154994419643,1.0075658189502523,0.015034289227291,0.0150864433367893,7.186989401908293,1468.954753341026,0.0199409167390897,0.0150430953897451,0.0119241987550481,Healthcare,1
-bizitobs_l2c/H/short,MoiraiAgent,59.604154625757474,59.604154625757474,4.530936563612952,0.4492353413976346,0.4023519555423127,0.5752554834618275,3.0804914539438903,7.720372699925663,0.4161478607421958,0.2442290847078252,0.1939171911345982,Web/CloudOps,7
-us_births/D/short,MoiraiAgent,157364.50620109678,157364.50620109678,230.93515380859372,0.3399361562939616,0.02217824249431,0.0220657883723069,3.3457535002733585,396.69195378920506,0.0371866516982003,0.0216482967388692,0.0176490207026225,Healthcare,1
-bizitobs_application/10S/short,MoiraiAgent,341587.4033823008,341587.4033823008,318.5398887930976,1.0211638056692272,0.0142322837559567,0.0143715490721235,7.669099641985366,584.4547915641558,0.0225400851780626,0.012284810270426,0.0096597729220868,Web/CloudOps,2
-saugeen/W/short,MoiraiAgent,925.0864911976036,925.0864911976036,14.762212866544724,1.1973237281931408,0.393585953589763,0.3857141271523241,11.8851586831272,30.41523452478385,0.918109145168459,0.4456096705305454,0.3676909190685906,Nature,1
-jena_weather/D/short,MoiraiAgent,347.5738341526048,347.5738341526048,9.303695782782446,1.021803728112439,0.6929608194968275,0.4538076797337613,7.392566130949666,18.643332163339384,0.1122633307368286,0.0560234547980214,0.0441988054769723,Nature,21
-ett1/H/long,MoiraiAgent,142.02542733740407,142.02542733740407,7.093178078946633,1.350921080433261,3832430809346.176,0.4701999242605449,9.459183334012405,11.917442147432649,0.5707004930528605,0.3396769354436225,0.2623340206157171,Energy,7
-ett2/H/long,MoiraiAgent,226.8490278693037,226.8490278693037,9.179426481515645,1.022521647582833,0.1793278661954687,0.1727388574068828,7.362789210135406,15.061508153877012,0.2062557619745508,0.1257051806559636,0.1017823638023186,Energy,7
-ett2/H/medium,MoiraiAgent,233.82900894743756,233.82900894743756,9.440233191111613,1.0294221451635657,0.1749895710607018,0.1675125075863896,7.522601591701592,15.291468501992789,0.2060623716397702,0.127213213037023,0.1023839838442453,Energy,7
-jena_weather/H/medium,MoiraiAgent,1191.0267603718796,1191.0267603718796,9.780318472896507,0.7466179132415781,2.0369253597855503,0.664567048766185,6.610473623691858,34.511255560641075,0.2111804934535347,0.059847503305401,0.0478965476603304,Nature,21
-saugeen/D/short,MoiraiAgent,1082.3818935053832,1082.3818935053832,12.204498295783996,2.711603328343001,0.2773404714519053,0.3111324092278479,33.1936581695358,32.89957284685294,1.065625003340056,0.3953066077103364,0.3314646700265691,Nature,1
-jena_weather/H/long,MoiraiAgent,1119.547376755506,1119.547376755506,10.470168261985936,0.8588687641560072,2.0158468188413217,0.6373308782191968,6.882826956612988,33.45963802487269,0.2014640917016628,0.0630420131053584,0.0506773646350672,Nature,21
-m_dense/D/short,MoiraiAgent,8842.001343573229,8842.001343573229,45.97818169487847,0.6846139569330977,0.1229454990742302,0.0998071500562728,8.062547573127155,94.03191662182172,0.16278315681486,0.0795950335778078,0.0662035696607738,Transport,1
-bizitobs_l2c/5T/long,MoiraiAgent,80.1826368188519,80.1826368188519,5.661460135795778,0.5981732821582612,0.4771609656580611,0.752693502060964,5.875505446003986,8.954475798105209,0.5027804290982414,0.3178825227268256,0.264263140882958,Web/CloudOps,7
-solar/W/short,MoiraiAgent,1494598.358810968,1494598.358810968,962.6622683671268,1.052154052439466,0.2132898552299666,0.1879707058115188,5.4925076460304565,1222.5376717348909,0.2495504979416392,0.1965034321435121,0.144418048867952,Energy,1
-ett1/H/medium,MoiraiAgent,142.02682610862587,142.02682610862587,6.909293941711075,1.260470380932714,3293538275996.3164,0.435428440815242,9.182945686392657,11.917500833170765,0.5708200395727973,0.3309388013844405,0.2562620040969263,Energy,7
-solar/D/short,MoiraiAgent,125421.58344939328,125421.58344939328,247.73921307531296,0.9663387213572382,1.0770709158385756,0.4213955212462256,4.539166014978126,354.149097767301,0.5116248327811702,0.3578987896964187,0.2748545778966779,Energy,1
-bizitobs_l2c/5T/medium,MoiraiAgent,102.8356535341232,102.8356535341232,6.091979077985349,0.6179668938003371,0.4265015101387533,0.7138545189631208,4.407241280697617,10.14079156348868,0.5335547630376744,0.3205276859340874,0.2536645769330768,Web/CloudOps,7
-sz_taxi/15T/long,MoiraiAgent,15.457887452767109,15.457887452767109,2.682040417661973,0.5058064327859539,6574931508316.631,0.396931676873654,3.5857764155939265,3.931652000465848,0.3639066775300116,0.2482448643157962,0.1960831512611438,Transport,1
-sz_taxi/15T/medium,MoiraiAgent,16.27079166543773,16.27079166543773,2.7410300020763905,0.5342650077472046,9614655378610.76,0.4037579995396392,3.912378937875328,4.033706938467113,0.3754037519675526,0.2550985886510988,0.2018256062488793,Transport,1
-sz_taxi/H/short,MoiraiAgent,7.166686088220611,7.166686088220611,1.8404209862425276,0.5604558851701957,1.0833992498144307,0.29495951020118,4.206606214052367,2.677066694765114,0.2493852794657125,0.1714465698169411,0.1358042784995731,Transport,1
-covid_deaths/D/short,MoiraiAgent,213982.2644382116,213982.2644382116,79.87039716483997,33.8008034515976,0.0862469077749362,0.1254148667841752,694.4651813887957,462.5821704715948,0.1740487846173121,0.0300516242103975,0.0271142249459932,Healthcare,1
-bizitobs_service/10S/long,MoiraiAgent,129820.06615492344,129820.06615492344,76.2003300948654,1.3197164792493763,0.0792434230934667,0.0766594112957767,19.449316660195937,360.3055177969433,0.2669258462618532,0.056451640597598,0.051683343269173,Web/CloudOps,2
-ett2/H/short,MoiraiAgent,106.52021611190116,106.52021611190116,6.308384767919779,0.7238682355831751,0.1176922293956289,0.1077685183660484,5.535480461111588,10.320863147620027,0.1308972615159894,0.0800078713281162,0.0638451716560979,Energy,7
-hierarchical_sales/W/short,MoiraiAgent,463.775892811971,463.775892811971,8.903886270251567,0.7164347305947641,0.5190882478694694,0.4550544609393098,7.441705768957756,21.53545664275478,0.9887033482442162,0.4087817738819643,0.343933119501022,Sales,1
-bizitobs_service/10S/medium,MoiraiAgent,11271.791894200249,11271.791894200249,33.3395987831813,0.9882254195837348,0.0632918120045229,0.0556346282844855,9.49408723554683,106.16869545303948,0.0799050620749161,0.025092167695526,0.0190760021088053,Web/CloudOps,2
-ett1/H/short,MoiraiAgent,100.14874707304207,100.14874707304207,4.886711712248091,0.8085546710607726,0.4617481134348747,0.2565582214673985,5.6321609324471575,10.007434589995684,0.467087889080598,0.2280828156000348,0.1773236578321797,Energy,7
-kdd_cup_2018/D/short,MoiraiAgent,2922.8139964494053,2922.8139964494053,21.465333965573112,1.2106190272511297,0.545445043287299,0.4707725420062064,10.182593880678436,54.06305574465252,1.2110698489740632,0.4808462711883572,0.3860798419261956,Nature,1
-m4_hourly/H/short,MoiraiAgent,1065283.3296271868,1065283.3296271868,196.79407577444584,0.691023957521275,0.0872446103571716,0.0778326729384961,5.582512716534011,1032.1256365516683,0.1409079528062008,0.0268667392415626,0.0208442051762901,Econ/Fin,1
-loop_seattle/D/short,MoiraiAgent,17.991199413222905,17.991199413222905,2.8977329674396968,0.87655324451319,0.0540376106704831,0.0534805057732329,8.801016790351719,4.2416034012178585,0.0758031201930282,0.0517863599305544,0.0424757897849006,Transport,1
-m_dense/H/long,MoiraiAgent,33223.679875705464,33223.679875705464,76.5711024846486,0.6614335075754502,0.2670904756625508,0.1862606226141603,7.521675104921542,182.2736401011004,0.3155426159586211,0.1325558976681446,0.1092041454719824,Transport,1
-m_dense/H/medium,MoiraiAgent,35762.746222780166,35762.746222780166,77.44898279728162,0.6705002427206382,0.2649787522385362,0.1866664620191043,8.49549896134553,189.1104074946172,0.3290282174791922,0.1347514454279388,0.1119555065731968,Transport,1
-m4_weekly/W/short,MoiraiAgent,223286.48595297665,223286.48595297665,242.1176576730856,1.8892778387829177,0.0590034242768474,0.0584446347809014,13.060230568936255,472.5319946342011,0.0860879997126043,0.044110081604765,0.0350956841794039,Econ/Fin,1
-solar/H/medium,MoiraiAgent,648.0676275933828,648.0676275933828,11.047900666012298,0.8436119544720273,3.7485605334170526,1.3460297395747725,4.101542185164354,25.45717241944562,0.917026767879644,0.3979711679161126,0.3015323598269475,Energy,1
-solar/H/long,MoiraiAgent,657.1375417682298,657.1375417682298,11.464085175157434,0.8719623643665272,4.656949458072464,1.3547831663390706,4.237806031685371,25.63469410327008,0.888801679617524,0.3974807781169696,0.2989987795767928,Energy,1
-bizitobs_l2c/5T/short,MoiraiAgent,19.02807456309803,19.02807456309803,2.50962542632506,0.2633960017345521,0.1445640307357481,0.2030030684733802,2.7065670493104625,4.36211812805408,0.1498127870574099,0.0861906918957323,0.0696905128733639,Web/CloudOps,7
-hospital/M/short,MoiraiAgent,3210.8135593058914,3210.8135593058914,18.37806001428623,0.7671233183115229,0.1969797306790924,0.1742584924502835,5.155504999322464,56.66404114873816,0.2057036275631754,0.0667166254978022,0.0525390578252888,Healthcare,1
-jena_weather/H/short,MoiraiAgent,1077.0554751142038,1077.0554751142038,8.268799286650014,0.5204620138813819,1.2418139357929376,0.579840413680533,4.794966774744499,32.81852335365203,0.2011754434548723,0.0506872093361884,0.0409843252284757,Nature,21
-hierarchical_sales/D/short,MoiraiAgent,28.870291686621457,28.870291686621457,2.3191254524337745,0.7468318981343345,0.6382011397760713,1.051065047082289,7.99552129325384,5.373108196065054,1.648410090968987,0.711482006041586,0.5824485433968072,Sales,1
-electricity/W/short,MoiraiAgent,35083258662.777435,35083258662.777435,25947.24747589508,1.411048546243956,0.1347660237114963,0.0891211348817585,12.008972425657277,187305.25529941075,0.4273687961514646,0.0592030581282483,0.0464722087335114,Energy,1
-restaurant/D/short,MoiraiAgent,137.63419478435353,137.63419478435353,7.056270440110553,0.6784764777862964,0.6676881454550713,0.3900825698628384,4.732296280896855,11.73176008893608,0.5399227815078514,0.3247459148682288,0.2558508734596628,Sales,1
-ett1/15T/long,MoiraiAgent,9.422389992794113,9.422389992794113,1.5470378183472222,0.981033857099885,0.7531562054576552,0.3792726665056002,7.523447563893045,3.0695911768172177,0.5850671133370122,0.2948669377992203,0.2329642053337012,Energy,7
-ett2/15T/long,MoiraiAgent,11.05902507518202,11.05902507518202,2.104863958521968,0.8745799197263837,0.1326890333710151,0.159253384286456,7.510771242918992,3.325511250196279,0.1772225141348714,0.1121720104297118,0.0905086495937666,Energy,7
-sz_taxi/15T/short,MoiraiAgent,16.558701200517916,16.558701200517916,2.713412677519949,0.541352420905126,1060919047909.5848,0.392490469085212,4.186093973386571,4.069238405465809,0.3804912049284071,0.2537156972053589,0.2008213361949844,Transport,1
-bizitobs_service/10S/short,MoiraiAgent,2013.6883889253145,2013.6883889253145,17.76859489197611,0.7232148011719008,0.0561148362491071,0.045569652013514,5.841026503107757,44.874139422670986,0.0332441984997456,0.0131635437080268,0.010401715241124,Web/CloudOps,2
-ett2/15T/medium,MoiraiAgent,11.216139165001795,11.216139165001795,2.082252240858617,0.8602960222935935,0.1294691975494473,0.1563953319707347,6.85638304139059,3.349050487078658,0.1784769508826012,0.1109669837318822,0.0882731211028097,Energy,7
-ett1/15T/medium,MoiraiAgent,9.211166373617363,9.211166373617363,1.5535133586687937,0.97516976528058,0.7575482724837574,0.3768693774949594,6.841411002774935,3.03499034160199,0.5784721770246549,0.2961011909354774,0.2316135939004746,Energy,7
-loop_seattle/H/medium,MoiraiAgent,59.95017397866822,59.95017397866822,4.199623861113876,0.8629634613624407,0.1126407214818518,0.0957095396856846,7.013925137658528,7.742749768568543,0.1368522365758383,0.074227882257513,0.0587577611976216,Transport,1
-loop_seattle/H/long,MoiraiAgent,54.728499583149045,54.728499583149045,3.9986275471903263,0.8384211436067731,0.1197238625477462,0.0928030737463196,7.73103779251201,7.397871287279135,0.1322098426555045,0.0714608160000083,0.0575171879156625,Transport,1
-kdd_cup_2018/H/long,MoiraiAgent,4105.566404065304,4105.566404065304,24.236422609833472,1.0275908584670568,1.0691830440404957,0.6092836788710563,8.35120906350066,64.07469394437483,1.5034512971361498,0.5686844332386076,0.4514615651130975,Nature,1
-kdd_cup_2018/H/medium,MoiraiAgent,5203.888577877176,5203.888577877176,26.065055544016637,1.0727131239975156,1.0707403520198455,0.5635987296308976,9.229457527299909,72.13798290690679,1.509978643217316,0.5455888232490341,0.4358203209390789,Nature,1
-jena_weather/10T/long,MoiraiAgent,1411.8308823147645,1411.8308823147645,9.569876721662808,0.6490229098861618,0.8228760370905064,0.6110301417857371,6.004536935489068,37.57433808219067,0.2299238118360781,0.058559715139439,0.0476223060729336,Nature,21
-ett2/15T/short,MoiraiAgent,7.697886461454878,7.697886461454878,1.6816792677821857,0.728616320945213,0.1057309039065743,0.1245312281064521,6.14778851806086,2.774506525754603,0.1317157058665319,0.0798353039507806,0.064420357783512,Energy,7
-ett1/15T/short,MoiraiAgent,4.841649423363355,4.841649423363355,1.0774285208367342,0.6838519269347753,0.4776944593229803,0.2390559149076567,4.812270758281873,2.200374837013765,0.4159624465701956,0.2036788441645641,0.1592722497489796,Energy,7
-electricity/D/short,MoiraiAgent,1382539227.4389296,1382539227.4389296,4280.645653167839,1.3769762133998855,0.2364769507687429,0.0882320757655221,11.985107678410165,37182.51238739698,0.611032190946995,0.0703452274787498,0.0558817033080569,Energy,1
-bitbrains_rnd/H/short,MoiraiAgent,1830718.1047719184,1830718.1047719184,144.83140278963333,5.793483950035641,1.1844216256196078,0.5035021397170135,207.29718743113952,1353.040318974981,5.921566435809517,0.6338530800471734,0.6124089749522702,Web/CloudOps,2
-m_dense/H/short,MoiraiAgent,43583.89351095005,43583.89351095005,85.78774213762748,0.7668042028810433,0.2859960120068759,0.2035590437221675,9.845856077590676,208.7675585692137,0.3703016701224414,0.1521660951888979,0.1271604736242572,Transport,1
-jena_weather/10T/medium,MoiraiAgent,1465.044121810083,1465.044121810083,9.6248185725881,0.6160587878697006,0.7595650945636003,0.6277965884459716,5.677193887332573,38.27589478784373,0.2348985249751979,0.0590673503098057,0.0478798992720037,Nature,21
-car_parts/M/short,MoiraiAgent,1.4025056181568585,1.4025056181568585,0.4450336703294434,0.8261044203942538,0.8595463400269872,1.8922814289742744,16.17866119584093,1.1842743002180105,2.83976828854443,1.0671450897004526,0.9345276438391568,Sales,1
-jena_weather/10T/short,MoiraiAgent,782.917292034779,782.917292034779,5.409718375575396,0.2689855130756008,0.3410574809361546,0.5135571717473996,2.2262182097441934,27.980659249466925,0.173794977548585,0.0336011340992691,0.027284411331707,Nature,21
-bitbrains_fast_storage/H/short,MoiraiAgent,4878404.276856472,4878404.276856472,380.5056931232042,0.973322929989456,3.705378308505334,0.5314349305613412,19.483639821014783,2208.710998944061,6.295543886868999,1.0845648395855654,0.8440802232476808,Web/CloudOps,2
-solar/H/short,MoiraiAgent,622.97924053864,622.97924053864,10.62125978975074,0.8182496694810134,4.008891458403775,1.3100783334664758,4.357436060353433,24.959552090104506,0.9200174067965444,0.3915031749529274,0.3032379136007312,Energy,1
-m4_daily/D/short,MoiraiAgent,385173.09420242615,385173.09420242615,173.63991968324504,3.217525327321453,0.039445056656975,0.030095037959494,26.6561346770643,620.6231499085626,0.0958691244228714,0.0268225686833354,0.021439903375178,Econ/Fin,1
-bitbrains_rnd/5T/medium,MoiraiAgent,2255536.29482422,2255536.29482422,143.97818051637063,4.353420753986056,0.4074655698968911,0.6524662182186739,160.04175927199788,1501.8442977966192,6.319024446080794,0.6057895906519503,0.6373970327921428,Web/CloudOps,2
-bitbrains_rnd/5T/long,MoiraiAgent,2446482.0417865925,2446482.0417865925,167.54995487757208,3.274085748188964,1.357909158003714,0.6335628892253924,115.43771155649571,1564.123410024475,5.991804546648539,0.6418461452542831,0.6310167903981543,Web/CloudOps,2
-solar/10T/long,MoiraiAgent,18.28894126091996,18.28894126091996,1.8223210662703535,0.7980520053034176,3.190862832731323,1.404419899486424,4.029003350046246,4.276557173816335,0.924309401871066,0.3938655386380047,0.2978518991941628,Energy,1
-electricity/H/long,MoiraiAgent,7819442.5542399,7819442.5542399,269.90377532486485,1.1607238844406762,0.2897195709071405,0.1313644640114194,10.45507756308273,2796.326617947177,1.102870436103079,0.1064499735073594,0.0850267454347041,Energy,1
-loop_seattle/H/short,MoiraiAgent,41.50817033689937,41.50817033689937,3.4901375251492714,0.7207826650116116,0.100702513930955,0.0805439017196264,6.549942908781301,6.442683473281872,0.1140420513234954,0.0617789845519726,0.0500934032335441,Transport,1
-kdd_cup_2018/H/short,MoiraiAgent,4498.544802038399,4498.544802038399,23.202175202457283,0.973623212120263,0.9418033089617764,0.503392393461108,8.334360566202426,67.07119204277198,1.403921517517034,0.4856635468646081,0.3907892166931287,Nature,1
-solar/10T/medium,MoiraiAgent,19.445901852140217,19.445901852140217,1.8222868522423377,0.7971827731567656,3.57885939940251,1.4121247114517472,4.000905955482016,4.409750769844053,0.9785412324735082,0.4043726993615441,0.3072792592929066,Energy,1
-bitbrains_fast_storage/5T/medium,MoiraiAgent,3459001.260873351,3459001.260873351,290.4120960594848,0.958875376203356,4.364740169399297,0.7649254353883703,21.552631358523332,1859.8390416574632,5.650704652504714,0.8823521528424902,0.7088765178306987,Web/CloudOps,2
-bitbrains_fast_storage/5T/long,MoiraiAgent,4345897.869383571,4345897.869383571,358.91226953150715,0.8720846744357172,4.239064793033548,0.7781968237887354,16.148341735392567,2084.6817189642093,5.509191301365249,0.9484979578746844,0.7779812709018508,Web/CloudOps,2
-electricity/H/medium,MoiraiAgent,5208583.625229657,5208583.625229657,233.0335891886531,1.0439053049978122,0.2317242076712653,0.1197832044123217,9.53078610711172,2282.232158486436,0.8908304153763461,0.0909606887632516,0.0728234126838367,Energy,1
-m4_yearly/A/short,MoiraiAgent,4728377.849018028,4728377.849018028,867.2981508906784,3.2247219974126247,0.1642933680961573,0.1429771888427956,33.278309609647195,2174.483352205307,0.3486884840912626,0.1390752783563608,0.1141283056435453,Econ/Fin,1
-m4_quarterly/Q/short,MoiraiAgent,1728674.678475974,1728674.678475974,544.7411762065888,1.1330936812084451,0.1119620134933035,0.0990553691422616,9.322200066051035,1314.7907356214423,0.2200728168861753,0.0911800805053659,0.0732135629566889,Econ/Fin,1
-solar/10T/short,MoiraiAgent,25.21909661909571,25.21909661909571,2.077295875354469,0.9125814406386376,6.037282440396299,1.496408209751763,6.453731541827825,5.021861867783273,1.4608590451053176,0.6042851334361932,0.4844959349683279,Energy,1
-bitbrains_rnd/5T/short,MoiraiAgent,1610569.5688300766,1610569.5688300766,114.8521813808176,1.6110979500369793,1.0095199141373952,0.586210315455754,52.46989296343748,1269.0821757593465,5.192717925043372,0.4699419725359041,0.3989302913635819,Web/CloudOps,2
-electricity/H/short,MoiraiAgent,1859940.526659586,1859940.526659586,166.59905035054285,0.8857916474096268,0.1504940370493263,0.1136383141251817,10.749727380050793,1363.7963655398066,0.6438092839513999,0.0786466499129525,0.0645433779778622,Energy,1
-m4_monthly/M/short,MoiraiAgent,1831601.5699268072,1831601.5699268072,553.1967798390499,0.912164753268308,0.1598582693000557,0.1308008202229178,8.103887229520714,1353.366753665394,0.281276071183406,0.114973281560979,0.092575070475117,Econ/Fin,1
-temperature_rain/D/short,MoiraiAgent,174.4420753223385,174.4420753223385,5.637379459866857,1.3050658667583694,23.95387878900661,1.4831368082190672,22.49757861777002,13.207652150262684,1.5548898548794776,0.6636686089645835,0.5463483189595792,Nature,1
-bitbrains_fast_storage/5T/short,MoiraiAgent,1846933.933235437,1846933.933235437,156.9393220212747,0.6466780843540297,1.974195468926736,0.6847807978641088,13.225017003718513,1359.0194749286843,4.266985018044951,0.4927506545423507,0.4109376016582722,Web/CloudOps,2
-loop_seattle/5T/long,MoiraiAgent,89.19992493442076,89.19992493442076,5.442245962289807,0.8626336595383874,0.1713474284752358,0.1228051325082958,7.024216536755028,9.444571188488164,0.1669819596556889,0.0962200271007625,0.0776591104062574,Transport,1
-loop_seattle/5T/medium,MoiraiAgent,72.35018331432613,72.35018331432613,4.953836101361572,0.790429736224429,0.1595618444656121,0.1131743156975235,6.261203975998,8.505891094666456,0.1513372799370917,0.0881389230699556,0.0707967925811483,Transport,1
-loop_seattle/5T/short,MoiraiAgent,42.680793834892526,42.680793834892526,3.4930809898592217,0.5528067089401885,0.0967539992402924,0.0745168231066803,4.554367439560088,6.5330539439754,0.1120274518246318,0.0598986271454036,0.0479448018955368,Transport,1
-electricity/15T/long,MoiraiAgent,304465.72035074496,304465.72035074496,56.640382835551726,0.858409030333623,0.1260704083702485,0.1232076127408403,7.41599648397349,551.7841247723107,0.8705070904850035,0.08935714648637,0.0718638443955452,Energy,1
-electricity/15T/short,MoiraiAgent,130170.61075508365,130170.61075508365,48.42047416709254,0.9307153819128722,0.157745732438964,0.1501397690141391,11.133849978114135,360.79164451949777,0.7111914657905786,0.0954463012662933,0.0808629554539468,Energy,1
-electricity/15T/medium,MoiraiAgent,235968.520460288,235968.520460288,51.35811539593971,0.811049395204578,0.1237151851778871,0.1220334927255913,7.329091044427192,485.7659111756279,0.8370235686187709,0.0884952032187822,0.0717627472668905,Energy,1

results/MoiraiAgent/config.json

@@ -1,10 +0,0 @@
-{
-    "model": "MoiraiAgent",
-    "model_type": "agentic",
-    "model_dtype": "bf16",
-    "model_link": "https://huggingface.co/Salesforce/moirai-agent",
-    "code_link": "https://github.com/SalesforceAIResearch/uni2ts/tree/main/project/moirai-agent/gift_eval",
-    "org": "Salesforce AI Research",
-    "testdata_leakage": "No",
-    "replication_code_available": "Yes"
-}

results/Moirai_base/config.json

@@ -1,10 +1,7 @@
 {
     "model": "Moirai_base",
-    "model_type": "zero-shot",
+    "model_type": "pretrained",
     "model_dtype": "float32",
     "model_link": "https://huggingface.co/Salesforce/moirai-1.1-R-base",
-    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/moirai.ipynb",
-    "org": "Salesforce AI Research",
-    "testdata_leakage": "No",
-    "replication_code_available": "Yes"
+    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/moirai.ipynb"
 }

results/Moirai_large/config.json

@@ -1,10 +1,7 @@
 {
     "model": "Moirai_large",
-    "model_type": "zero-shot",
+    "model_type": "pretrained",
     "model_dtype": "float32",
     "model_link": "https://huggingface.co/Salesforce/moirai-1.1-R-large",
-    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/moirai.ipynb",
-    "org": "Salesforce AI Research",
-    "testdata_leakage": "No",
-    "replication_code_available": "Yes"
+    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/moirai.ipynb"
 }

results/Moirai_small/config.json

@@ -1,10 +1,7 @@
 {
     "model": "Moirai_small",
-    "model_type": "zero-shot",
+    "model_type": "pretrained",
     "model_dtype": "float32",
     "model_link": "https://huggingface.co/Salesforce/moirai-1.1-R-large",
-    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/moirai.ipynb",
-    "org": "Salesforce AI Research",
-    "testdata_leakage": "No",
-    "replication_code_available": "Yes"
+    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/moirai.ipynb"
 }

results/N-BEATS/config.json

@@ -1,8 +1,5 @@
 {
     "model": "N-BEATS",
     "model_type": "deep-learning",
-    "model_dtype": "float32",
-    "org": "ServiceNow",
-    "testdata_leakage": "No",
-    "replication_code_available": "No"
+    "model_dtype": "float32"
 }

results/PatchTST-FM-r1/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-bitbrains_fast_storage/5T/long,PatchTST-FM-r1,3963596.2731543984,3963596.2731543984,352.5434826670514,0.8797694476386504,4.1081854286411685,0.8293920098845844,16.133208144852304,1990.8782667843852,5.261296865393238,0.9316671698199084,0.6834124649451816,Web/CloudOps,2
-bitbrains_fast_storage/5T/medium,PatchTST-FM-r1,2921895.543833521,2921895.543833521,266.30640919626904,0.9766616998331876,3.337360413806344,0.8158660437705388,20.803837593154928,1709.355300642181,5.193493808348751,0.8091124687563876,0.6216008248673692,Web/CloudOps,2
-bitbrains_fast_storage/5T/short,PatchTST-FM-r1,1697146.698417202,1697146.698417202,160.63920341217968,0.687624021348568,1.7001684981853635,0.7549356647945814,13.373434108661632,1302.745830320405,4.090299768255742,0.5043673763500158,0.3900113374237228,Web/CloudOps,2
-bitbrains_fast_storage/H/short,PatchTST-FM-r1,2518220.652597486,2518220.652597486,283.5538990137864,1.0395623242658685,3.523696400636635,0.5770457850160442,22.46941555384954,1586.8902459204562,4.523152559246631,0.8082206991351422,0.6349661997734519,Web/CloudOps,2
-bitbrains_rnd/5T/long,PatchTST-FM-r1,2195655.983634115,2195655.983634115,152.48983685401197,3.295938909839324,0.9695883816904296,0.695676242221646,115.5016216331991,1481.774606218542,5.676344924715512,0.5841542349722959,0.5610908192920235,Web/CloudOps,2
-bitbrains_rnd/5T/medium,PatchTST-FM-r1,2252246.626834685,2252246.626834685,144.54221157691424,4.373931127052579,0.3871518981710227,0.7209210436750704,159.12556401543253,1500.7486887666053,6.314413932837834,0.6081626867284261,0.595316550063181,Web/CloudOps,2
-bitbrains_rnd/5T/short,PatchTST-FM-r1,1631778.1516590363,1631778.1516590363,121.93695315818664,1.654129640210054,1.0066700704954157,0.6739013568166801,51.15528638640983,1277.410721600158,5.226795884019823,0.498930809096983,0.3990364964406948,Web/CloudOps,2
-bitbrains_rnd/H/short,PatchTST-FM-r1,1854241.5317335152,1854241.5317335152,155.89833127317675,5.786635360098222,1.623052644088761,0.56780917666553,193.90873746621847,1361.7053762593123,5.959489226580281,0.6822874036207192,0.6155677518047236,Web/CloudOps,2
-bizitobs_application/10S/long,PatchTST-FM-r1,4451116.373333333,4451116.373333333,1301.9711111111112,2.785832170430785,0.0401415210300021,0.0408913718329535,40.46877111177244,2109.766900236453,0.0813652763628114,0.0502118216282943,0.0437200696812821,Web/CloudOps,2
-bizitobs_application/10S/medium,PatchTST-FM-r1,3442616.7466666666,3442616.7466666666,1015.4584375,2.199273533026733,0.0317380332946777,0.0323016611735026,30.304967364082973,1855.4289926231795,0.0728572356864973,0.0398740641678682,0.0344653873934104,Web/CloudOps,2
-bizitobs_application/10S/short,PatchTST-FM-r1,396251.9111111111,396251.9111111111,335.6299305555556,0.8708288126948269,0.0129473718007405,0.0130046102735731,6.555705093572008,629.4854335972447,0.0242767370486586,0.0129439048703548,0.0101856385798053,Web/CloudOps,2
-bizitobs_l2c/5T/long,PatchTST-FM-r1,157.21184523809524,157.21184523809524,8.811754092261905,0.8840677895623555,0.6809548739967544,0.9995436507936508,4.642079122308026,12.53841478170567,0.7040132450290019,0.4947668186844734,0.3626443482743184,Web/CloudOps,7
-bizitobs_l2c/5T/medium,PatchTST-FM-r1,100.75716411564626,100.75716411564626,6.5881816007653065,0.6647171353147934,0.4385002691074258,0.7865620515784438,4.170532367329468,10.037786813618142,0.528135198444038,0.3466352356064204,0.2689970352129537,Web/CloudOps,7
-bizitobs_l2c/5T/short,PatchTST-FM-r1,20.210028366815475,20.210028366815475,2.596833147321429,0.265623910275975,0.1404599538346777,0.2040685017903646,2.9512146631857896,4.49555651358266,0.1543956073159361,0.0891857614663426,0.0723064029577012,Web/CloudOps,7
-bizitobs_l2c/H/long,PatchTST-FM-r1,83.54987599206349,83.54987599206349,5.243330698164683,0.5644076179043155,0.5760710067074558,0.7978568909660219,4.17785550972483,9.140562126700058,0.5583319159857263,0.3202777722282121,0.2538278972375415,Web/CloudOps,7
-bizitobs_l2c/H/medium,PatchTST-FM-r1,76.89467075892857,76.89467075892857,4.865476771763393,0.4960727680655011,0.4530371210146007,0.7660351707821801,3.580428882335067,8.768960643025407,0.5309738862215401,0.2946120087651027,0.2315709156645362,Web/CloudOps,7
-bizitobs_l2c/H/short,PatchTST-FM-r1,61.47789171006944,61.47789171006944,4.738043406653026,0.474215010550257,0.3937309137065348,0.6240475366985987,2.783165169019389,7.840783870893869,0.4226383312357205,0.2553926739574771,0.1951113630657894,Web/CloudOps,7
-bizitobs_service/10S/long,PatchTST-FM-r1,128241.6965079365,128241.6965079365,72.5991798941799,1.2238110706500405,0.0855837609023644,0.0777257267381779,13.928026600548078,358.10849823473404,0.2652982239332185,0.053783793403052,0.047989600673952,Web/CloudOps,2
-bizitobs_service/10S/medium,PatchTST-FM-r1,18247.91619047619,18247.91619047619,36.66415178571429,0.9934111057685164,0.0740190148732018,0.0610556950644841,9.588169038381151,135.08484811582753,0.1016680399812409,0.0275943046286886,0.0218422475219499,Web/CloudOps,2
-bizitobs_service/10S/short,PatchTST-FM-r1,2442.651216931217,2442.651216931217,18.5728835978836,0.6732427289396902,0.0585957586702215,0.0500974269644923,5.304329267074427,49.4231850140318,0.0366142754779052,0.0137593859294764,0.0108681388895428,Web/CloudOps,2
-car_parts/M/short,PatchTST-FM-r1,40.05825960137256,40.05825960137256,0.7061695409546466,2.008152544170945,0.8591699306386479,1.908908106597499,31.17455820027039,6.329159470369866,15.176675161985978,1.693322120027278,1.4839786785310778,Sales,1
-covid_deaths/D/short,PatchTST-FM-r1,287003.0756892231,287003.0756892231,103.20888157894736,31.882086235616217,0.0865231223321659,0.3588205437911184,551.7273442670315,535.7266800237068,0.2015697705047671,0.0388328439662581,0.0311557439650033,Healthcare,1
-electricity/15T/long,PatchTST-FM-r1,327372.61426426424,327372.61426426424,57.530309215465465,0.8614837323850127,0.1266968880795095,0.1298965532915728,7.14277252413473,572.1648488541255,0.9026601704201124,0.0907611133832402,0.0724784463493436,Energy,1
-electricity/15T/medium,PatchTST-FM-r1,268713.65016216214,268713.65016216214,52.29111204954955,0.8138964655774179,0.1214987090762035,0.1279756491721213,7.1466404202918055,518.3759737508695,0.8932140023438907,0.0901028516866377,0.0726879971462578,Energy,1
-electricity/15T/short,PatchTST-FM-r1,144612.09912162164,144612.09912162164,52.52096688485361,1.0135635292888876,0.1651946560334545,0.1675993817990964,10.808356687292893,380.2789753873091,0.7496048188620089,0.1035291783567063,0.0860886827995823,Energy,1
-electricity/D/short,PatchTST-FM-r1,1380235345.92,1380235345.92,4278.698522522523,1.3954907142785902,0.2443172257083966,0.0937556746199324,11.688438826630987,37151.51875657306,0.6105228337145602,0.070313226323179,0.0556802404124095,Energy,1
-electricity/H/long,PatchTST-FM-r1,6958948.721009009,6958948.721009009,254.90554354354356,1.1327494687445716,0.285434901871913,0.1365553209459459,9.54274180245952,2637.9819409937227,1.0404192972821875,0.1005346709792122,0.0792597652041922,Energy,1
-electricity/H/medium,PatchTST-FM-r1,5163774.81009009,5163774.81009009,235.77881052927927,1.0426958869592484,0.2308472162027709,0.1270900884404912,8.690971117446248,2272.394070158187,0.8869902906789597,0.0920322396690405,0.0728864767337134,Energy,1
-electricity/H/short,PatchTST-FM-r1,2055950.8381981985,2055950.8381981985,190.167060106982,1.0194697392006693,0.1994799301410361,0.1344485116219735,10.747430506719658,1433.8587232353814,0.6768837147804688,0.0897724329379163,0.0724728514547487,Energy,1
-electricity/W/short,PatchTST-FM-r1,40931973500.07928,40931973500.07928,27890.36756756757,1.592060495291272,0.2510549388354338,0.1034785073082726,12.018606458627303,202316.51810981543,0.4616195296569064,0.0636366149377407,0.0503978301945591,Energy,1
-ett1/15T/long,PatchTST-FM-r1,8.820806671626984,8.820806671626984,1.5571654885912698,0.9975315893139254,0.7794792608948488,0.3832854740203373,7.063422218259968,2.969984288111132,0.5660819418640551,0.2967972817613952,0.2293434859211032,Energy,7
-ett1/15T/medium,PatchTST-FM-r1,9.884695560515873,9.884695560515873,1.6121971106150794,1.003133508203864,0.7447542601493071,0.388727058531746,6.720399342043071,3.1439935687777534,0.5992482828095069,0.3072863633312439,0.2326261389563056,Energy,7
-ett1/15T/short,PatchTST-FM-r1,5.484738304501488,5.484738304501488,1.091576857793899,0.6922614354916726,0.5141553577743448,0.2288527352469308,4.550091010463932,2.3419518151536525,0.4427263771752645,0.2063534631807721,0.1599439473136791,Energy,7
-ett1/D/short,PatchTST-FM-r1,52220.23492063492,52220.23492063492,153.1155009920635,1.8001913783207997,1.470210193452381,0.489733402312748,10.444820194981355,228.51747180606327,0.6002087197006059,0.4021629422487111,0.3055318845617347,Energy,7
-ett1/H/long,PatchTST-FM-r1,158.34277447089949,158.34277447089949,7.678492373511904,1.476379937529955,2289177229767.006,0.5163721155237269,8.690766933202426,12.583432539291474,0.6025933304839346,0.3677063693076039,0.2779044900053851,Energy,7
-ett1/H/medium,PatchTST-FM-r1,136.15321800595237,136.15321800595237,6.8933128720238095,1.2391395052311946,2776759156259.317,0.4509731837681361,8.411404023419772,11.668471108330875,0.5588921060758472,0.3301733460294125,0.2513947555266528,Energy,7
-ett1/H/short,PatchTST-FM-r1,95.67706473214284,95.67706473214284,4.817394438244048,0.8136873272543726,0.4326001848493304,0.2589340391613188,5.780271307237646,9.781465367323182,0.4565410063252634,0.2248475072098057,0.1751606472517254,Energy,7
-ett1/W/short,PatchTST-FM-r1,1618740.5714285714,1618740.5714285714,983.8065708705356,1.6549116604989678,0.7051722662789481,0.5871509824480329,8.584535609935498,1272.29735967209,0.506277486287478,0.391480115797622,0.2935765810215489,Energy,7
-ett2/15T/long,PatchTST-FM-r1,11.442535962301587,11.442535962301587,2.158029978918651,0.8984678195818592,0.1357782238154739,0.1661544751364087,7.491029551011065,3.3826817707702843,0.1802692346624073,0.1150053238941272,0.0923703419369555,Energy,7
-ett2/15T/medium,PatchTST-FM-r1,11.430755208333334,11.430755208333334,2.1125906808035717,0.8772920978515794,0.1309846853334912,0.16078614250062,7.02294934282655,3.380939988868973,0.1801764119520326,0.1125837814464801,0.0895866785198107,Energy,7
-ett2/15T/short,PatchTST-FM-r1,7.991065615699405,7.991065615699405,1.77919921875,0.7658749480647952,0.1079764555964452,0.1286532447451636,5.10569469682148,2.826847292603441,0.1342004973644258,0.084464916336796,0.0660844741474704,Energy,7
-ett2/D/short,PatchTST-FM-r1,99528.62222222224,99528.62222222224,192.0461061507937,1.2928396779202158,0.3630573575458829,0.1375210716610863,12.33687510343608,315.4815719217562,0.18055842731133,0.1099130535156965,0.0903384473694837,Energy,7
-ett2/H/long,PatchTST-FM-r1,212.4878306878307,212.4878306878307,8.849791253306877,0.995040831417387,0.1763480615466066,0.1675084835637814,8.024874240453391,14.576962327173336,0.1996202798118545,0.1211910799116531,0.0973925723377336,Energy,7
-ett2/H/medium,PatchTST-FM-r1,235.9010044642857,235.9010044642857,9.475467354910714,1.0135360334555097,0.1687032991425204,0.1636167617071242,7.411102795971758,15.35906912753132,0.2069733335412375,0.1276880160524587,0.1005695463925868,Energy,7
-ett2/H/short,PatchTST-FM-r1,112.50398995535714,112.50398995535714,6.452224004836309,0.7348755480676931,0.1180113335980585,0.1087252843947637,5.3846243585810765,10.606789804429855,0.134523607087625,0.081832153070992,0.0652608323015423,Energy,7
-ett2/W/short,PatchTST-FM-r1,3796286.285714286,3796286.285714286,1341.316545758929,0.896233871436805,0.1455636024475097,0.1637557574680873,9.78554078659539,1948.406088502673,0.1634413999394827,0.1125158945532261,0.0942490967744963,Energy,7
-hierarchical_sales/D/short,PatchTST-FM-r1,29.04666701116164,29.04666701116164,2.3304671351798265,0.7482468357996437,0.6521103956086343,1.0820840546196775,6.799613286550546,5.389495988602426,1.653437684235598,0.714961508706515,0.5784059482788666,Sales,1
-hierarchical_sales/W/short,PatchTST-FM-r1,449.9978151483051,449.9978151483051,8.871621342028602,0.7148419039906404,0.5365570209452338,0.4554052191265559,6.752798568321068,21.21315193808561,0.9739061816018972,0.4073004752452977,0.3438194455876778,Sales,1
-hospital/M/short,PatchTST-FM-r1,3525.712081703607,3525.712081703607,18.84233417535854,0.7871073345853571,0.1975924588451692,0.1796070879721113,5.251376847291895,59.37770694211429,0.2155548645447793,0.0684020485135335,0.0537095499048737,Healthcare,1
-jena_weather/10T/long,PatchTST-FM-r1,1395.4095238095238,1395.4095238095238,9.642588458994709,0.64635107807728,0.8499680878467298,0.6306441049727183,5.568196948263015,37.35518068233005,0.2285827559428275,0.0590046522093821,0.0475573113702345,Nature,21
-jena_weather/10T/medium,PatchTST-FM-r1,1452.8141414141414,1452.8141414141414,9.336882778679652,0.587514197278201,0.7889349291164726,0.6405601072104978,5.386835581456005,38.11579910501866,0.233916007505432,0.0573002899956883,0.0465717677920455,Nature,21
-jena_weather/10T/short,PatchTST-FM-r1,783.411507936508,783.411507936508,5.326362537202381,0.2604325581669295,0.3530425746504508,0.5328485398065477,2.3377619256880986,27.989489240365,0.1738498080082676,0.0330833870001333,0.0274343014370998,Nature,21
-jena_weather/D/short,PatchTST-FM-r1,413.3138392857143,413.3138392857143,9.773030598958334,1.022871776521573,0.6221875805540134,0.4508122035435268,6.614118562949505,20.33012147739689,0.1224205593367543,0.0588496174835885,0.0474247722581613,Nature,21
-jena_weather/H/long,PatchTST-FM-r1,1293.9759259259258,1293.9759259259258,11.156355406746032,0.8317077235200512,2.449478274828768,0.640890712838955,6.095109131172405,35.971876875219145,0.2165905529546639,0.0671736199611674,0.0536240804508476,Nature,21
-jena_weather/H/medium,PatchTST-FM-r1,1330.7748015873017,1330.7748015873017,10.283680555555556,0.7337128345261501,2.480368045492966,0.6553655230809772,5.799961582485118,36.47978620533982,0.2232262815934479,0.0629276651620147,0.0516748556370981,Nature,21
-jena_weather/H/short,PatchTST-FM-r1,1154.8640350877192,1154.8640350877192,8.614584965016709,0.5219028885417614,1.752417190877734,0.6029011942290622,4.464025759535787,33.983290527665496,0.2083153831988647,0.0528068512560814,0.0432712982592907,Nature,21
-kdd_cup_2018/D/short,PatchTST-FM-r1,2981.430414256267,2981.430414256267,21.68049321763415,1.2302623916034487,0.5222843133893543,0.4838005820283928,9.35697453068686,54.602476264875264,1.223153409319229,0.4856660541589855,0.3862128416556334,Nature,1
-kdd_cup_2018/H/long,PatchTST-FM-r1,4197.730831199723,4197.730831199723,24.219867765011923,1.0297069345421592,0.96836268276246,0.6232839881123265,7.680827563940429,64.78989760139865,1.5202328068624802,0.5682959676949285,0.449173123685721,Nature,1
-kdd_cup_2018/H/medium,PatchTST-FM-r1,5391.546383609852,5391.546383609852,25.88762928216312,1.060904092775483,0.8903413105588154,0.5846818051673373,8.397398244563831,73.42715018036483,1.536963236039264,0.5418749655565148,0.4330946122680242,Nature,1
-kdd_cup_2018/H/short,PatchTST-FM-r1,5032.095442817463,5032.095442817463,23.826647401412067,0.9751485424073102,0.8176087371616299,0.5308170243529172,7.412632842619154,70.93726413400408,1.4848454159571625,0.4987348836118325,0.3980819380349292,Nature,1
-loop_seattle/5T/long,PatchTST-FM-r1,80.09930053892903,80.09930053892903,4.9528165491342735,0.7837556080896918,0.138813854489164,0.1129112301216173,6.173471946681516,8.94982125737319,0.1582346701705778,0.0875668094959991,0.0695593905373264,Transport,1
-loop_seattle/5T/medium,PatchTST-FM-r1,65.28651767285862,65.28651767285862,4.535457351731811,0.7216607980296514,0.1329069843430022,0.1041806390878462,5.403311552079315,8.08000728173302,0.1437599288359008,0.0806951037776023,0.0637276553609565,Transport,1
-loop_seattle/5T/short,PatchTST-FM-r1,42.45603160877838,42.45603160877838,3.442128026940628,0.5445497668427377,0.08762463194667,0.0740097630503746,3.934908631499723,6.515829310899602,0.1117320907740679,0.0590248981075587,0.0463043203093516,Transport,1
-loop_seattle/D/short,PatchTST-FM-r1,18.432232004643964,18.432232004643964,2.941358278508772,0.8901067596772662,0.0546490837545955,0.0542572052978263,7.615497996735771,4.293277536410145,0.076726611560882,0.0525660063162913,0.0431926587245215,Transport,1
-loop_seattle/H/long,PatchTST-FM-r1,62.1328173374613,62.1328173374613,4.138070551685587,0.8652544148117627,0.1165373149671052,0.0960810264689757,7.441994288448565,7.882437271394001,0.1408697071228603,0.0739528608473901,0.0600755057884975,Transport,1
-loop_seattle/H/medium,PatchTST-FM-r1,70.24130546955624,70.24130546955624,4.40032007868937,0.8986605913994742,0.1136999171584752,0.1011860346523477,8.10584950772152,8.381008618868986,0.1481333724591721,0.0777751560460787,0.0635027094069052,Transport,1
-loop_seattle/H/short,PatchTST-FM-r1,61.7024855215632,61.7024855215632,4.091126738091359,0.828937412272446,0.1088085940152116,0.0946005728559332,7.5842923412593395,7.855092967085953,0.1390431334669908,0.0724171035859602,0.0590219373751063,Transport,1
-m4_daily/D/short,PatchTST-FM-r1,387628.1284261043,387628.1284261043,192.83329425631143,3.5334215705645766,0.0426666076437377,0.0322980904910333,27.05273123660975,622.5978866219386,0.0961741677046019,0.0297874149259662,0.0235971120250444,Econ/Fin,1
-m4_hourly/H/short,PatchTST-FM-r1,765326.0161030596,765326.0161030596,180.656841284219,0.7843335370439745,0.0878497506109412,0.07911200531055,6.072899646240558,874.8291353761942,0.1194334868349889,0.024663646422671,0.0202622220296083,Econ/Fin,1
-m4_monthly/M/short,PatchTST-FM-r1,1918470.7778148148,1918470.7778148148,576.5575244502314,0.9653153274157986,0.1667570336306536,0.1361200570706968,8.101922861206269,1385.08872561104,0.2878689879464792,0.1198284470788653,0.0959990802466031,Econ/Fin,1
-m4_quarterly/Q/short,PatchTST-FM-r1,1902028.044,1902028.044,579.3026875,1.221790308597588,0.1173429940541585,0.105816264629364,9.790244113690177,1379.1403278854548,0.2308438050160155,0.0969650686986586,0.0775696831680223,Econ/Fin,1
-m4_weekly/W/short,PatchTST-FM-r1,276633.53417613026,276633.53417613026,258.53401542746946,2.112752896936325,0.0623103424392677,0.0614034989060491,15.3108742224459,525.9596316982229,0.0958216939206513,0.0471008910215792,0.0378293568553451,Econ/Fin,1
-m4_yearly/A/short,PatchTST-FM-r1,4325126.685818751,4325126.685818751,979.111774904965,3.575231155520207,0.1787096053834945,0.1703265379885249,42.54209557331665,2079.693892335781,0.3334885557321239,0.1570051116256554,0.1304166953694127,Econ/Fin,1
-m_dense/D/short,PatchTST-FM-r1,7901.029629629629,7901.029629629629,43.54366898148148,0.6755029487833056,0.121526764798288,0.098941492151331,8.133892530392894,88.88773610363597,0.1538778194139052,0.0753805319593148,0.0648268116345247,Transport,1
-m_dense/H/long,PatchTST-FM-r1,34384.05135802469,34384.05135802469,76.58469135802468,0.6712664328913986,0.2522273419600839,0.1853342918113426,6.820154754602706,185.4293702681015,0.3210056513794463,0.1325794220167594,0.1093831220925856,Transport,1
-m_dense/H/medium,PatchTST-FM-r1,36726.66666666666,36726.66666666666,78.02033854166666,0.6778659860750951,0.2542899068444708,0.189529062906901,7.449369088025636,191.64202740178536,0.3334329162814731,0.1357455322400402,0.1124177656189065,Transport,1
-m_dense/H/short,PatchTST-FM-r1,44221.24444444444,44221.24444444444,85.92638020833333,0.7676417394746983,0.284895783396381,0.2090252346462673,7.72623371468542,210.28847910535765,0.3729993614025479,0.1524119870080143,0.1256220528424411,Transport,1
-restaurant/D/short,PatchTST-FM-r1,143.88219155692536,143.88219155692536,7.1258807030447375,0.6892413165154886,0.5611537720650042,0.4063485956909031,4.8821726184758125,11.995090310494763,0.5520418484339751,0.3279495404538186,0.2585072165514963,Sales,1
-saugeen/D/short,PatchTST-FM-r1,1194.380520833333,1194.380520833333,12.849480794270834,2.8548305268853613,0.2823316955566406,0.3275675964355469,27.512098428315984,34.55981077542719,1.1194005054238605,0.4161977445133498,0.3383299869241916,Nature,1
-saugeen/M/short,PatchTST-FM-r1,402.68968563988096,402.68968563988096,12.711325509207589,0.7447688924089432,0.3636894907270159,0.3647028605143229,4.314330401393504,20.067129481813808,0.6024754278686558,0.3816321254057805,0.2905929412022678,Nature,1
-saugeen/W/short,PatchTST-FM-r1,918.7890625,918.7890625,14.161715698242189,1.1490605546673125,0.3720211029052734,0.3698776483535766,8.409806822915495,30.31153348974611,0.9149788431958076,0.4274831641767286,0.3424756516076759,Nature,1
-solar/10T/long,PatchTST-FM-r1,19.37535965695965,19.37535965695965,1.905439672910964,0.8333014524345763,2.974107765294077,1.4585635412719755,4.225786644060472,4.4017450695104605,0.9513666809047956,0.411830260193426,0.3118143391638325,Energy,1
-solar/10T/medium,PatchTST-FM-r1,17.947770819508957,17.947770819508957,1.852772262428113,0.8121506950944682,3.1657445386993444,1.4539580914067685,4.045358151154874,4.2364809476154806,0.9400919107210144,0.4111375072505182,0.3057631638658959,Energy,1
-solar/10T/short,PatchTST-FM-r1,17.20347665754258,17.20347665754258,1.837988459454836,0.8057920521254259,3.886132657638197,1.5104036577136557,3.739968080925874,4.147707397773206,1.2065676328434112,0.5346706438136236,0.3988353127826964,Energy,1
-solar/D/short,PatchTST-FM-r1,131709.2905109489,131709.2905109489,249.1885796836983,0.971375037839436,1.0949221126064477,0.4216084352664994,5.7565700468672185,362.91774620559534,0.5242925318947654,0.3599926229223684,0.2793463047838657,Energy,1
-solar/H/long,PatchTST-FM-r1,768.3583130575831,768.3583130575831,12.425672901459857,0.9442015292325132,4.637481253240181,1.4066143298864555,5.330198046557008,27.71927692162231,0.96107784781932,0.4308207246389802,0.3197422995365536,Energy,1
-solar/H/medium,PatchTST-FM-r1,844.8163625304136,844.8163625304136,12.003270415145986,0.9147287735275224,4.629227237321221,1.4018422815921532,5.177123574494133,29.06572487536503,1.0470152497445122,0.4323858161238152,0.327753810951106,Energy,1
-solar/H/short,PatchTST-FM-r1,826.1417595082597,826.1417595082597,11.752417833189268,0.9043902556729688,4.468420114475848,1.402995041778717,4.75528956276132,28.74268184265796,1.0594648549261745,0.4331980475180401,0.3276557075139752,Energy,1
-solar/W/short,PatchTST-FM-r1,1451483.094890511,1451483.094890511,963.816605839416,1.053115620781112,0.2145745493199703,0.1889469397329066,8.185293169843082,1204.775122124669,0.2459247232902412,0.196739065856201,0.1466862508824363,Energy,1
-sz_taxi/15T/long,PatchTST-FM-r1,15.44105791488604,15.44105791488604,2.672480413105413,0.5045377086171898,5746401936368.246,0.3964917131298967,3.857780427649524,3.929511154696732,0.3637085527729245,0.2473600265017121,0.1957735804382971,Transport,1
-sz_taxi/15T/medium,PatchTST-FM-r1,16.249744591346154,16.249744591346154,2.7377852480635685,0.5336850404624458,9351514889105.725,0.4049061310596955,3.749768880248773,4.031097194480202,0.3751608790193476,0.2547966150843886,0.2003979898179049,Transport,1
-sz_taxi/15T/short,PatchTST-FM-r1,16.707357665121336,16.707357665121336,2.731934488038004,0.5451107607894305,1219746130062.6614,0.3971493829300989,3.853095282488541,4.087463475692638,0.3821953163344857,0.2554475586314184,0.2007466596647954,Transport,1
-sz_taxi/H/short,PatchTST-FM-r1,7.104631994524572,7.104631994524572,1.8419471153846156,0.560211836972062,1.292352268838475,0.2964402875329694,3.910919047387869,2.665451555463834,0.2483032605938959,0.1715887402470281,0.1349215457159464,Transport,1
-temperature_rain/D/short,PatchTST-FM-r1,189.86368681957345,189.86368681957345,5.822427224689967,1.3460665476622526,16.810589748785073,1.5273758866404197,18.631840008157308,13.779103266162622,1.6221647444367997,0.6854536168645327,0.5539757347660184,Nature,1
-us_births/D/short,PatchTST-FM-r1,157440.86666666667,157440.86666666667,239.2118489583333,0.3523441113129549,0.0230890274047851,0.0227139393488566,3.3486796709768822,396.7881886682953,0.037195672937214,0.0224241697476499,0.018319605659466,Healthcare,1
-us_births/M/short,PatchTST-FM-r1,18822784.0,18822784.0,3174.5885416666665,0.3596739348155098,0.0098161771893501,0.0097802517314751,3.907856905823244,4338.523251061356,0.0134754236381187,0.0098602503663454,0.0089355789405207,Healthcare,1
-us_births/W/short,PatchTST-FM-r1,2579948.285714286,2579948.285714286,1242.8823939732142,1.1299754734535108,0.016774442579065,0.0168314299413136,7.115378921930659,1606.2217423862392,0.0218043026557427,0.016872006628067,0.0134476966636985,Healthcare,1

results/PatchTST-FM-r1/config.json

@@ -1,10 +0,0 @@
-{
-    "model": "PatchTST-FM-r1",
-    "model_type": "zero-shot",
-    "model_dtype": "float32",
-    "model_link": "https://huggingface.co/ibm-research/patchtst-fm-r1",
-    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/patchtst_fm.ipynb",
-    "org": "IBM TSFM & Rensselaer Polytechnic Institute",
-    "replication_code_available": "Yes",
-    "testdata_leakage": "No"
-}

results/PatchTST/config.json

@@ -1,8 +1,5 @@
 {
     "model": "PatchTST",
     "model_type": "deep-learning",
-    "model_dtype": "float32",
-    "org": "Princeton University",
-    "testdata_leakage": "No",
-    "replication_code_available": "No"
+    "model_dtype": "float32"
 }

results/Samay/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-m4_yearly/A/short,Samay,3426374.766587111,3426374.766587111,873.9192621753791,3.2812051451008624,0.1640653483397955,0.1453872914195184,27.91824536699693,1851.046937975132,0.296823953290195,0.1401370029757891,0.1125265291142284,Econ/Fin,1
-m4_quarterly/Q/short,Samay,1743054.9953987706,1743054.9953987706,552.2917557136882,1.1722414213321029,0.1117725308902263,0.1002146409640564,8.902215490103176,1320.248081005525,0.2209862811029966,0.0924439148482291,0.0736583340607427,Econ/Fin,1
-m4_monthly/M/short,Samay,1785273.218643579,1785273.218643579,542.8164132020478,0.9094723812315676,0.1540991551309116,0.1278176097959187,7.423193079347096,1336.1411671839091,0.2776960022400349,0.1128158847273476,0.0897767024948638,Econ/Fin,1
-m4_weekly/W/short,Samay,230534.24410321692,230534.24410321692,246.5164928890755,1.972384306713629,0.0598806139027559,0.0597725486591791,14.818910863946314,480.13981724412,0.0874740338123158,0.0449114846547057,0.0357992834570237,Econ/Fin,1
-m4_daily/D/short,Samay,347432.0132320521,347432.0132320521,174.8310844889236,3.2584015299972577,0.0382408111964769,0.029908374190613,24.42125810030524,589.4336376828626,0.0910512072774208,0.0270065708752476,0.0212990463272123,Econ/Fin,1
-m4_hourly/H/short,Samay,663108.6356556679,663108.6356556679,175.3532331637217,0.7040695939820947,0.0899250454062766,0.0800371127980879,5.6614214011449295,814.3148258847237,0.1111719478741608,0.0239395868491807,0.0195143057944333,Econ/Fin,1
-electricity/15T/short,Samay,124732.09064344651,124732.09064344651,47.74913488999746,0.9236110401104844,0.1537804371744333,0.1572336302668523,10.131180750283567,353.1743063183484,0.6961761763104043,0.0941229572909085,0.0785471758892922,Energy,1
-electricity/H/short,Samay,1581776.6862988477,1581776.6862988477,165.41931279772058,0.9009343379194178,0.1675378234012537,0.1221296217329731,10.03965826320032,1257.6870382964307,0.593718144151903,0.0780897348947613,0.0639810572983682,Energy,1
-electricity/D/short,Samay,1290386745.5346234,1290386745.5346234,4154.931503474101,1.3643983541162252,0.3402098714480294,0.0919545744238064,10.915372285553625,35921.95353171405,0.5903170216388917,0.0682793264035326,0.0536763733848107,Energy,1
-electricity/W/short,Samay,38535924425.94016,38535924425.94016,27009.694755175497,1.432356251682741,0.1603243152912733,0.0940178544449888,11.10043924582504,196305.6912724136,0.4479048063933098,0.0616272102028421,0.0479834378788082,Energy,1
-solar/10T/short,Samay,20.48523816518074,20.48523816518074,1.9412214836031896,0.8527204012009811,5.176681838533594,1.5062764897913676,3.7198013243883623,4.526062103548816,1.3166309757802663,0.5647011193589375,0.4303541085281823,Energy,1
-solar/H/short,Samay,678.9231726245581,678.9231726245581,11.308572450086368,0.8722136313120288,4.112616260079241,1.4060983288488862,5.239667658818893,26.05615421785337,0.9604385104363032,0.4168377416065493,0.3250354257450761,Energy,1
-solar/D/short,Samay,129209.41062751536,129209.41062751536,248.8069609042716,0.9701223262280764,1.0934284723112282,0.421123854551895,5.406705728810335,359.4571054069113,0.5192930846500652,0.3594413137671229,0.2752552884419362,Energy,1
-solar/W/short,Samay,2356831.538104413,2356831.538104413,1231.9647878449548,1.351401126556834,0.28366033049878,0.2366267895592953,6.16088716212218,1535.1975567022027,0.3133722031560806,0.2514748138389432,0.1829210550537137,Energy,1
-hospital/M/short,Samay,2801.318707818038,2801.318707818038,17.72830233937365,0.7517305763387505,0.1903020964628169,0.1713378787593286,4.968950466994184,52.92748537213947,0.1921390624129258,0.0643578542549307,0.0502581073664659,Healthcare,1
-covid_deaths/D/short,Samay,542543.3357689827,542543.3357689827,117.47276919390424,34.68868095799192,0.0897092245990628,0.3665486760281471,592.1431757847579,736.5754107822108,0.2771400828949842,0.0441997010974456,0.0360043118384795,Healthcare,1
-us_births/D/short,Samay,127621.3528085578,127621.3528085578,217.91029770665764,0.3207889943010152,0.0209475429946552,0.0207854585255463,2.763812657012963,357.2413089335524,0.0334884738665014,0.0204273221699238,0.0164228636248603,Healthcare,1
-us_births/M/short,Samay,36293387.31079231,36293387.31079231,4919.239523682411,0.5551576368957291,0.0151606231099853,0.0153177199795044,4.00679526314659,6024.399331949394,0.018711743251199,0.0152791244216062,0.0117302841698487,Healthcare,1
-us_births/W/short,Samay,1940109.9400202872,1940109.9400202872,1074.8143112549255,0.9772119752576774,0.0145460180343081,0.0145710291389119,5.786003523449176,1392.8782933265516,0.0189081862540268,0.0145904988849856,0.0113293849311792,Healthcare,1
-saugeen/D/short,Samay,1254.387167565359,1254.387167565359,13.17592238413568,2.927543996187861,0.2776930602592728,0.3268717563543886,30.4085070391111,35.41732863395204,1.1471757131783318,0.4267712653888142,0.3487704338295977,Nature,1
-saugeen/M/short,Samay,376.4748290343606,376.4748290343606,12.112350648749558,0.7097505379597879,0.351237134520372,0.3519545157221101,4.25686485391205,19.402959285489437,0.5825350460830707,0.3636491031870788,0.2863103604660737,Nature,1
-saugeen/W/short,Samay,979.3745948727104,979.3745948727104,15.176717707883338,1.2312135761294052,0.3992010776142541,0.4029233352276058,9.496580551449572,31.294961173848904,0.9446644255854778,0.4581218438376255,0.3629328721285453,Nature,1
-temperature_rain/D/short,Samay,182.71624070599995,182.71624070599995,5.733543299927763,1.3336723305911375,20.409838753112368,1.5107169576508357,18.906807226996374,13.517257144332202,1.5913385444051795,0.674989633752497,0.5458441714941981,Nature,1
-kdd_cup_2018/H/short,Samay,4242.784476110059,4242.784476110059,22.039384602754463,0.927054058152192,0.8622704218085089,0.4877278076341472,7.474845842173669,65.13666000118565,1.3634282618118376,0.4613242349206902,0.3696423112224992,Nature,1
-kdd_cup_2018/D/short,Samay,2848.8720204667684,2848.8720204667684,20.92700347757109,1.185581292668937,0.5267365092255006,0.4595602589106712,9.274159289235172,53.374825718373714,1.1956527900209923,0.4687871062429253,0.3732955003904065,Nature,1
-car_parts/M/short,Samay,1.3384211992868926,1.3384211992868926,0.4599854585923099,0.8361147533214801,0.8000438136776126,1.8805058984317289,13.739495391289154,1.1569015512509664,2.7741312444300807,1.1029979441937932,0.9443808343305322,Sales,1
-restaurant/D/short,Samay,142.04641498810204,142.04641498810204,7.182992401738404,0.688724378241453,0.6819697535730777,0.3951660580588244,4.689146011776683,11.918322658331668,0.5485088232125664,0.3305779531541775,0.2588785589781934,Sales,1
-hierarchical_sales/D/short,Samay,28.571552586447154,28.571552586447154,2.282561673551283,0.7382821566643768,0.6154139825966685,1.0523597959800297,7.101239628005842,5.345236438778659,1.639859344494613,0.7002646435998622,0.5670185740295962,Sales,1
-hierarchical_sales/W/short,Samay,463.4281414303178,463.4281414303178,8.903475643207349,0.7170959405621643,0.5273862507862404,0.4559179202019592,6.681204722710766,21.52738120232737,0.988332600824202,0.4087629217935116,0.3436421992655509,Sales,1
-loop_seattle/5T/short,Samay,38.55813319252253,38.55813319252253,3.3885630709928374,0.5378221149403747,0.0931979578899835,0.0720455744464023,4.066120330760099,6.209519562133815,0.1064795502612416,0.0581063749330038,0.0460251500885219,Transport,1
-loop_seattle/H/short,Samay,55.81825259720216,55.81825259720216,3.975140063364976,0.808238127676004,0.110387514109605,0.0914557373875245,7.089053846955458,7.471161395472738,0.1322471562109404,0.0703640225519357,0.0570087749140559,Transport,1
-loop_seattle/D/short,Samay,17.802813659299687,17.802813659299687,2.871785610037512,0.8681149143269017,0.0535884265074303,0.0529871357001426,6.8577148671525645,4.219338059376102,0.0754052120439682,0.0513226482027172,0.041552691698511,Transport,1
-sz_taxi/15T/short,Samay,16.648693018679445,16.648693018679445,2.721941928001121,0.5427728594082852,1098291225732.1908,0.3915186551325712,3.853526334751557,4.080280997514686,0.3815237345409672,0.2545132186256715,0.2000825753096237,Transport,1
-sz_taxi/H/short,Samay,7.153471543198912,7.153471543198912,1.8425849098617983,0.5610129588199412,1.1790575947330804,0.295030945706845,3.9040593149792095,2.6745974544216766,0.249155257520135,0.1716481547383359,0.1351278028546425,Transport,1
-m_dense/H/short,Samay,44498.98357786117,44498.98357786117,86.96075528364749,0.7766761881736786,0.295119833567124,0.2058282322236983,8.572013529508698,210.94782193201516,0.3741688712793366,0.1542467106418734,0.1275370931795377,Transport,1
-m_dense/D/short,Samay,7778.25060765272,7778.25060765272,42.99086642699632,0.6453971032499232,0.1181132031771508,0.0934388367991274,6.673478417702638,88.19439102149705,0.1526775365175504,0.0744235489672917,0.0610795283329058,Transport,1
-ett1/15T/short,Samay,4.617635439225449,4.617635439225449,1.0492422391707004,0.6655749117590196,0.4783169978084347,0.2329960047023165,4.503513005999038,2.1488684090063424,0.4062255762863912,0.1983504580758548,0.1542293727081914,Energy,7
-ett1/H/short,Samay,96.65407976682026,96.65407976682026,4.846328431391759,0.8011600086460764,0.4674644980439704,0.2571674083577633,5.483578162004828,9.831280677857809,0.4588660906707909,0.2261979750438782,0.1743434993666022,Energy,7
-ett1/D/short,Samay,40205.55812657437,40205.55812657437,135.47567493352528,1.6655863146445755,1.4091291141679874,0.4745552248409031,10.942893222324535,200.5132367864385,0.5266546675115957,0.3558313539869522,0.2725896391145538,Energy,7
-ett1/W/short,Samay,1103997.7462532148,1103997.7462532148,850.1096364352487,1.531306496972603,0.6616878007018754,0.5479124520481282,7.980507779776629,1050.712970441126,0.4181037690919071,0.3382789145409565,0.2503168577017842,Energy,7
-ett2/15T/short,Samay,7.338334596524514,7.338334596524514,1.68297016156363,0.7329797246606085,0.1057609675102194,0.1251658852119955,5.07077860970141,2.708936063572656,0.1286028318583387,0.0798965806615331,0.0631519605522973,Energy,7
-ett2/H/short,Samay,106.94046873398244,106.94046873398244,6.376223021428723,0.730319750099228,0.1176397258894232,0.1087843368735444,5.116376454851897,10.341202480078534,0.13115522084379,0.0808682491359932,0.0640519660201485,Energy,7
-ett2/D/short,Samay,103608.15062495152,103608.15062495152,191.7919909251705,1.2679436100685777,0.4325559846288829,0.1314846938029824,12.5067680937732,321.8821999193983,0.184221675589254,0.1097676166674683,0.0915267755372188,Energy,7
-ett2/W/short,Samay,2714423.582366889,2714423.582366889,1135.998742299009,0.7444675804984574,0.1151113142001125,0.1204247231805154,8.24967309095999,1647.550782940207,0.1382042521957397,0.0952928785567111,0.0804042518361372,Energy,7
-jena_weather/10T/short,Samay,771.8527805034779,771.8527805034779,5.352463624134633,0.283560623791611,0.3233294602887206,0.542206867797869,2.4155647767413297,27.78223857977391,0.1725625216543106,0.0332455074630332,0.0273280768883533,Nature,21
-jena_weather/H/short,Samay,1070.0898864852602,1070.0898864852602,8.262659174915733,0.5132576045593908,1.2826676037766755,0.6024770958431436,4.460045114827071,32.71222839375606,0.2005238541449212,0.050649568818621,0.0409357148597698,Nature,21
-jena_weather/D/short,Samay,371.8915792703849,371.8915792703849,9.417101371176738,0.9926143817505416,0.5930614046294015,0.4449270124341239,6.608734004491506,19.28449064067768,0.1161241526953458,0.0567063417929948,0.0446166269086009,Nature,21
-bitbrains_fast_storage/5T/short,Samay,1671099.2367567704,1671099.2367567704,154.64386869139634,0.656938041137114,1.8626124600197635,0.7314290297906211,12.865643873224144,1292.7100358381883,4.058789837761036,0.4855435057481507,0.379503567013003,Web/CloudOps,2
-bitbrains_fast_storage/H/short,Samay,2532877.4228740376,2532877.4228740376,288.1919389270312,0.9741020306043314,3.0577217673402357,0.577428049916003,21.396691989249398,1591.5016251559523,4.536296321477517,0.8214405890449902,0.6212449436939622,Web/CloudOps,2
-bitbrains_rnd/5T/short,Samay,1619617.605454138,1619617.605454138,118.16096654286709,1.6220266978780402,0.8711213973062959,0.6488222926423284,51.919131584416135,1272.6419785053995,5.207283595439851,0.4834805649131573,0.3902978000948883,Web/CloudOps,2
-bitbrains_rnd/H/short,Samay,1871226.212671417,1871226.212671417,152.28459850412406,5.827441802638028,1.486478396341202,0.5496139812268374,196.3866991987,1367.9277073995604,5.986721472426602,0.6664719713278003,0.6109961597190564,Web/CloudOps,2
-bizitobs_application/10S/short,Samay,301496.40477924206,301496.40477924206,301.7726631507327,1.0776098847235676,0.0147452760880211,0.0149237047071999,8.104625795649934,549.0868827237107,0.0211760863036585,0.0116381653979162,0.0091123804565192,Web/CloudOps,2
-bizitobs_service/10S/short,Samay,2080.61485713415,2080.61485713415,18.273402689187776,0.745475591605829,0.0556712420510271,0.0451606164205747,6.069098023179578,45.613757323138266,0.0337921306535733,0.0135375212961278,0.010457487065329,Web/CloudOps,2
-bizitobs_l2c/5T/short,Samay,17.726114750336706,17.726114750336706,2.512252064555331,0.2608243000673791,0.1477020960114234,0.2019330585772505,2.425666377542203,4.210239274713102,0.1445966584561286,0.0862809047257688,0.0689421552739553,Web/CloudOps,7
-bizitobs_l2c/H/short,Samay,50.84110648158205,50.84110648158205,4.3348575833674605,0.4309464278355327,0.3916003484877057,0.5963605389460007,2.6606805507883067,7.1302949785813245,0.3843411603465736,0.2336599255056459,0.1813924887731308,Web/CloudOps,7
-electricity/15T/medium,Samay,242724.41598436437,242724.41598436437,51.75031990794648,0.8155643784824596,0.1277580054276688,0.1299582800589168,6.919511366403489,492.6706973063898,0.848921130305646,0.0891710026801363,0.0717736999148718,Energy,1
-electricity/15T/long,Samay,312028.4345661408,312028.4345661408,57.05694247118867,0.8629403698089536,0.1324021086466365,0.1320949251304158,7.0686358908431215,558.5950541905476,0.8812521145492465,0.090014315066416,0.07202585658628,Energy,1
-electricity/H/medium,Samay,5518507.552688236,5518507.552688236,236.48919519284803,1.0523750538643428,0.2177197079802592,0.1281265850071292,8.80217802345847,2349.1503895426185,0.9169508357669856,0.0923095286479996,0.0736633658054768,Energy,1
-electricity/H/long,Samay,8570053.034365457,8570053.034365457,274.908202110904,1.1813708184531584,0.2900865310407699,0.1405655663357254,9.798014212975415,2927.4652917439444,1.154591576474511,0.1084237259297845,0.0862017244941693,Energy,1
-solar/10T/medium,Samay,20.280064176612505,20.280064176612505,1.835408389065509,0.8022498268575012,3.701286591829096,1.4458960486795889,4.140940340955147,4.503339225132002,0.9993088391751443,0.4072844027501866,0.305644721336971,Energy,1
-solar/10T/long,Samay,19.625406209486407,19.625406209486407,1.8462488182502836,0.8075674637014677,3.4990656163826657,1.4472694431393611,4.567795741845066,4.430057133885116,0.9574859210369302,0.3990371222719222,0.3025310328576442,Energy,1
-solar/H/medium,Samay,711.7691250982714,711.7691250982714,11.631769177744946,0.8877630807476572,3.7350756363567954,1.4082832013545736,4.832540595421729,26.67900157611359,0.9610399058660324,0.4190034744644982,0.3210003685119622,Energy,1
-solar/H/long,Samay,717.2776929529667,717.2776929529667,12.392479071916206,0.9429562336311031,4.252781822123085,1.412426426912635,4.467862280615921,26.78204049270643,0.928582152763952,0.4296698340746666,0.3215983303293471,Energy,1
-kdd_cup_2018/H/medium,Samay,5159.102497362385,5159.102497362385,25.322082336317084,1.0424006921905429,0.980812633780532,0.5565108480728174,9.203473831758911,71.82689257765774,1.5034669332669075,0.5300370391626409,0.4217154135041678,Nature,1
-kdd_cup_2018/H/long,Samay,4276.128540967201,4276.128540967201,24.847666030311554,1.041253092102275,0.9938741530586452,0.6265561569685083,7.83780705803773,65.39211375209706,1.534363198291351,0.5830266393418359,0.455110853538054,Nature,1
-loop_seattle/5T/medium,Samay,75.99349541787396,75.99349541787396,5.220173423008357,0.825651590194965,0.1700386969981668,0.1191239850133104,6.072267220412091,8.717424815728206,0.1551009024843787,0.0928776130736185,0.0734761590513988,Transport,1
-loop_seattle/5T/long,Samay,89.47903437173392,89.47903437173392,5.643748518630759,0.890119499545923,0.1807370718317134,0.1268946806800902,6.54976711818862,9.459335831427802,0.1672429937366579,0.0997826290315952,0.0789892448602225,Transport,1
-loop_seattle/H/medium,Samay,63.13053610207088,63.13053610207088,4.312356658773779,0.885137903674674,0.1154802689653155,0.0983901654588574,7.338634153623139,7.945472679587469,0.1404353243545932,0.0762204126210687,0.0615128016574829,Transport,1
-loop_seattle/H/long,Samay,57.48836224834892,57.48836224834892,4.094478337581876,0.856750811967711,0.123460307413264,0.0951820321541312,6.931753706955241,7.582108034600201,0.1355024241808857,0.0731738110254613,0.058758569772178,Transport,1
-sz_taxi/15T/medium,Samay,16.371997773374105,16.371997773374105,2.746410037190861,0.5354706790602541,9767299396210.418,0.4041480658764955,4.022414202925397,4.046232540694381,0.3765694756162614,0.2555992956733813,0.2024888818212803,Transport,1
-sz_taxi/15T/long,Samay,15.473236676056551,15.473236676056551,2.6785565727254124,0.5054051328792011,6972770314482.103,0.3969702493156323,4.19567820253263,3.933603522987104,0.3640873350920753,0.2479224250125716,0.1987950917692964,Transport,1
-m_dense/H/medium,Samay,35772.67363384761,35772.67363384761,78.27863427740432,0.6792082971851874,0.2739592987098184,0.1898365782169876,7.480905859183906,189.13665333257757,0.3290738819214339,0.1361949341880248,0.1129356576351953,Transport,1
-m_dense/H/long,Samay,34520.37936583727,34520.37936583727,78.73297882292394,0.6816469103226492,0.2791016192541885,0.1916749513762405,7.025613708908508,185.79660751972105,0.3216413933495371,0.1362984251931344,0.1127276335336491,Transport,1
-ett1/15T/medium,Samay,8.84183992308233,8.84183992308233,1.5507852845696608,0.9802147271022836,0.7509508851211425,0.3792230205844334,6.690905142601753,2.9735231499153207,0.5667564524229571,0.2955812085664968,0.2289892094377814,Energy,7
-ett1/15T/long,Samay,8.428724861390833,8.428724861390833,1.5414562084838848,0.9884787053475376,0.779238910137851,0.3825071641265952,7.127902193690479,2.903226629354111,0.553357866098824,0.2938030774404926,0.2293777847706224,Energy,7
-ett1/H/medium,Samay,145.3223827836894,145.3223827836894,6.84615114740939,1.271158978713131,3058205983025.619,0.4372157612186362,9.000975259356249,12.054973363043544,0.5774046478762207,0.3279144112168558,0.2564615875038838,Energy,7
-ett1/H/long,Samay,148.63899130726324,148.63899130726324,7.056263798375412,1.3633763189751118,3440840520352.156,0.4780592360383492,9.71356094001997,12.19175915556337,0.5838369404428497,0.3379091904978477,0.2651407303161724,Energy,7
-ett2/15T/medium,Samay,10.872887580989731,10.872887580989731,2.061635723325673,0.8529263815546998,0.1276945133541172,0.1549106539262036,6.389259084005328,3.297406189869506,0.1757247445962091,0.1098682995273208,0.0869053592864997,Energy,7
-ett2/15T/long,Samay,10.92074992393766,10.92074992393766,2.10358589571754,0.8746198944642622,0.1326103275770149,0.1599778514379432,7.046330059883586,3.304655795077251,0.1761110891804669,0.1121039001494023,0.0901168380555699,Energy,7
-ett2/H/medium,Samay,247.91287675795655,247.91287675795655,9.684680737265282,1.0287662833596944,0.1697484080647428,0.1664024834140067,7.433703426126807,15.745249339339043,0.2121773602385477,0.1305073009197782,0.1051295429671233,Energy,7
-ett2/H/long,Samay,233.4196369858939,233.4196369858939,9.399864697447429,1.0242180506017922,0.1750291581750207,0.1717490113645985,7.961804323746026,15.278077005496923,0.2092215057137872,0.1287239123613683,0.10452193366625,Energy,7
-jena_weather/10T/medium,Samay,1416.981383610722,1416.981383610722,9.455225556512994,0.5933178855888651,0.6840018156383681,0.6443894272346313,5.558385764237267,37.642813173442846,0.2310133009292006,0.058026557600143,0.0472854466800201,Nature,21
-jena_weather/10T/long,Samay,1372.4216944454504,1372.4216944454504,9.54195176024074,0.61376268673841,0.7097757585128349,0.6334715478903288,6.15857048953259,37.04621025753445,0.2266921129338911,0.0583888389933841,0.0479500295668371,Nature,21
-jena_weather/H/medium,Samay,1128.9691654022777,1128.9691654022777,9.661280347702313,0.7803319002710077,1.9712391538041567,0.6818652436340481,6.204549752998575,33.60013638963803,0.2056051936563626,0.0591190879055578,0.0475930460114697,Nature,21
-jena_weather/H/long,Samay,1169.0015079462416,1169.0015079462416,10.80242101180582,0.9425618498653976,2.0494149692371635,0.6515749492461353,7.12920186154339,34.1906640465821,0.2058656782748495,0.0650425427706251,0.0533290992759895,Nature,21
-bitbrains_fast_storage/5T/medium,Samay,2986718.6067451304,2986718.6067451304,292.540575610461,0.9650566072233672,4.661843863834121,0.805957157283106,22.099081032723667,1728.212546750292,5.250786458588755,0.8888189684142559,0.6463556716447275,Web/CloudOps,2
-bitbrains_fast_storage/5T/long,Samay,4066588.803205387,4066588.803205387,395.13651273913774,0.8797344577743398,5.729865734037965,0.8199530901748231,16.527791761376395,2016.5784892251,5.329214622248238,1.0442277812269842,0.7370077396582204,Web/CloudOps,2
-bitbrains_rnd/5T/medium,Samay,2387367.216424705,2387367.216424705,174.59472712342816,4.378173538814573,1.5219176042844762,0.7361326874403736,161.3208765305932,1545.11074568288,6.501068161456204,0.7346089753317993,0.6703578403955308,Web/CloudOps,2
-bitbrains_rnd/5T/long,Samay,2652694.36501589,2652694.36501589,212.24268689709072,3.303269718340693,3.092644520864326,0.7164351186893089,120.52138125995548,1628.709416997363,6.239216926222792,0.8130536673611415,0.678537706849988,Web/CloudOps,2
-bizitobs_application/10S/medium,Samay,2811537.8553653643,2811537.8553653643,928.0878432453084,2.01561800029345,0.0284358224459332,0.0290747666126019,10.562206327359224,1676.7641024799416,0.0658415912927634,0.0364432780785101,0.028854031805611,Web/CloudOps,2
-bizitobs_application/10S/long,Samay,6356817.264642498,6356817.264642498,1525.0386471573634,3.2224657093011544,0.0467563330895607,0.0478595460172065,44.95230345388813,2521.272945288252,0.097235419683789,0.0588146448671747,0.0524764306459226,Web/CloudOps,2
-bizitobs_service/10S/medium,Samay,7405.5345421918255,7405.5345421918255,29.767332385447965,0.9567322623373726,0.064474414956262,0.0564896572077176,9.09589282951809,86.05541553087653,0.0647673336338478,0.0224035958237422,0.020673693040407,Web/CloudOps,2
-bizitobs_service/10S/long,Samay,130837.78767480358,130837.78767480358,76.61798244704465,1.3282142542461493,0.0803387698932944,0.0769145493546716,18.06056592698256,361.7150642077319,0.2679700833050314,0.0567610508121025,0.0520805772291165,Web/CloudOps,2
-bizitobs_l2c/5T/medium,Samay,123.47484424907466,123.47484424907466,7.614681611241665,0.7354054720992385,0.4946781528094024,0.7359956535300068,4.669203832419689,11.111923517063762,0.5846505849095727,0.4006442314938641,0.3020996691747571,Web/CloudOps,7
-bizitobs_l2c/5T/long,Samay,169.7492849163432,169.7492849163432,8.647765457128433,0.8375486229964803,0.6465360394658859,0.8235496604980413,5.274151164060892,13.028786778374386,0.7315468995344983,0.4855591019851789,0.3666668469769763,Web/CloudOps,7
-bizitobs_l2c/H/medium,Samay,71.46531443998963,71.46531443998963,4.914156808567125,0.4987315095061558,0.4867604858756992,0.7570853073544465,3.4793265410950784,8.453716013682364,0.5118853450857237,0.2975596589342985,0.2336920910672835,Web/CloudOps,7
-bizitobs_l2c/H/long,Samay,82.00141465631263,82.00141465631263,5.324816915612648,0.5707786329117613,0.6177549829404847,0.7734023994538566,4.700206562817383,9.055463249128264,0.5531338309331555,0.3252551855736402,0.2618950443672843,Web/CloudOps,7

results/Samay/config.json

@@ -1,8 +0,0 @@
-{
-    "model": "Samay",
-    "model_type": "agentic",
-    "model_dtype": "float32",
-    "org": "Kairosity",
-    "testdata_leakage": "No",
-    "replication_code_available": "No"
-}

results/Synapse/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-ett1/H/medium,Synapse,146.94783899266662,146.94783899266662,6.812165460290234,1.2520202351775702,3706092206008.374,0.4295186471891941,8.51083495152364,12.122204378439864,0.5806248541431446,0.3262865773666353,0.2538212572586146,Energy,7
-ett1/H/short,Synapse,102.23762957893258,102.23762957893258,4.89924163905195,0.8078586493757001,0.4836807399835478,0.2555377594077143,5.6700665288837335,10.111262511622009,0.4719339883056911,0.2286676509222781,0.1773400784346221,Energy,7
-ett1/H/long,Synapse,168.90610221307776,168.90610221307776,7.301347488134321,1.381653835345041,2873537270902.665,0.4703581107103424,8.936339938458019,12.996388044879152,0.6223688752469988,0.3496457175859827,0.2694626772379737,Energy,7
-ett2/15T/medium,Synapse,11.322445765179747,11.322445765179747,2.1163561504382,0.8767372941606136,0.132961101892253,0.1617390893867512,6.273410928922816,3.3648842127448826,0.1793207705793173,0.1127844501393037,0.0881407423454904,Energy,7
-ett2/15T/short,Synapse,7.580972410327561,7.580972410327561,1.7054272210391332,0.7425053643420214,0.1077816135557725,0.126755601162929,5.19530112899079,2.7533565715917656,0.1307116313980036,0.0809626971648336,0.0636393045062353,Energy,7
-ett2/15T/long,Synapse,11.995197532628923,11.995197532628923,2.194376328919091,0.9095490203128408,0.1384998491210363,0.1657568349873146,6.888294563981599,3.4634083693132296,0.1845713012245015,0.1169422866773154,0.0929551983787349,Energy,7
-car_parts/M/short,Synapse,1.3464592325830005,1.3464592325830005,0.4477781070115988,0.8227317658336394,0.8232880177923485,1.8921934778228056,15.442694559572052,1.160370299767708,2.782448947547479,1.0737259673387398,0.9214493614470212,Sales,1
-ett1/W/short,Synapse,990107.056342276,990107.056342276,797.488573022938,1.4482045554314027,0.609402791962008,0.5287779530156235,7.911713233618646,995.04123348848,0.3959506561994088,0.3173397374628678,0.2362862020408518,Energy,7
-m4_weekly/W/short,Synapse,227953.00465362697,227953.00465362697,245.7936042530203,1.908159359946333,0.0597115686800384,0.0597871971787989,14.332530220876109,477.44424245520753,0.0869829418600125,0.0447797855480667,0.0358958452396063,Econ/Fin,1
-bitbrains_rnd/5T/medium,Synapse,2257668.000651224,2257668.000651224,141.90787365561948,4.371371748200497,0.2958777069899697,0.6500461968972642,161.02741094045035,1502.5538262076418,6.322009065249867,0.5970786856571357,0.569362580595316,Web/CloudOps,2
-bitbrains_rnd/5T/short,Synapse,1654426.9278309008,1654426.9278309008,119.5441676486456,1.6456569748656964,1.009674219078477,0.5946036995410038,53.278841370448674,1286.2452829188144,5.262944358395888,0.4891402215896661,0.4037378643040601,Web/CloudOps,2
-bitbrains_rnd/5T/long,Synapse,2262192.590860991,2262192.590860991,158.47370054857174,3.30490457199308,0.9883426459014656,0.6438223533222612,116.28104033420357,1504.0587059224088,5.761710293864808,0.6070770696397663,0.5730204701512923,Web/CloudOps,2
-hospital/M/short,Synapse,2412.513498068645,2412.513498068645,16.837225410080656,0.7396826011034865,0.1876236248569014,0.1693925218559581,4.965526484565613,49.11734416749999,0.1783073650713089,0.0611230380809081,0.0486025714333033,Healthcare,1
-us_births/W/short,Synapse,1639888.7317731977,1639888.7317731977,1015.4762124599192,0.9230990334870104,0.0137477701666977,0.0137787251173128,6.483098156305313,1280.581403805786,0.0173837669899894,0.0137849900122066,0.0107312364793986,Healthcare,1
-bizitobs_l2c/5T/medium,Synapse,80.09261905249899,80.09261905249899,5.551777773973511,0.5523995155251742,0.3612898610537071,0.6554230745588171,6.28211496066632,8.949447974735593,0.4708725708030745,0.2921051533388585,0.2388022969428518,Web/CloudOps,7
-bizitobs_l2c/5T/short,Synapse,19.70327910016791,19.70327910016791,2.5729161809340657,0.2644536996257037,0.1449592054132906,0.1954602621238108,2.638085056390621,4.438837584342089,0.1524476497049153,0.0883643560320265,0.0704493936664133,Web/CloudOps,7
-bizitobs_l2c/5T/long,Synapse,95.475542381737,95.475542381737,6.429354015788381,0.6414238321334064,0.5182730165308294,0.7936130782080516,6.142408213491541,9.771158702105756,0.5486359532147373,0.3609986160849975,0.2962100542435223,Web/CloudOps,7
-jena_weather/D/short,Synapse,370.6618087868761,370.6618087868761,9.414158625464053,1.0089797978208577,0.5668208276245095,0.4416897165009706,6.522194114578399,19.25257927621325,0.1159319941245632,0.0566886216541096,0.0446547732622854,Nature,21
-hierarchical_sales/D/short,Synapse,29.014296120389357,29.014296120389357,2.283002907306539,0.7377682104892537,0.604404845577547,1.0518901084250387,7.244624206436351,5.38649200504274,1.6525160953465976,0.7004000092296057,0.5673425877971991,Sales,1
-saugeen/D/short,Synapse,1168.9911856147469,1168.9911856147469,12.671955529131528,2.815609085509478,0.2739006878602503,0.3171334954363322,28.32539814037392,34.190513093762526,1.1074388655238756,0.4104476588773562,0.3387309062806614,Nature,1
-solar/H/medium,Synapse,752.7114494259124,752.7114494259124,10.758042884631145,0.8231819667549871,4.341390633903047,1.3625981468139656,6.950302529751128,27.435587280499615,0.9882938888176932,0.3875298140993908,0.3200316996228562,Energy,1
-solar/H/short,Synapse,733.6985812109981,733.6985812109981,10.846179977776778,0.8369671029695357,4.406789577884148,1.3659838847697938,6.527985172498565,27.086871011820435,0.9984311145368244,0.3997938174163019,0.3249162588013766,Energy,1
-solar/H/long,Synapse,705.0765018267107,705.0765018267107,11.312951613184756,0.8611303967590513,4.863522780887982,1.3648148863288976,5.521483810770984,26.553276668364504,0.9206504940637948,0.3922406496975598,0.3109348211916878,Energy,1
-m_dense/D/short,Synapse,8262.044407141879,8262.044407141879,43.28525385410651,0.6499379365928549,0.1204000202204381,0.0939547717037757,7.654769334833467,90.89578872061058,0.1573540555237795,0.0749331771492241,0.0627383901090543,Transport,1
-bizitobs_service/10S/medium,Synapse,61157.67921730199,61157.67921730199,50.68659711218989,1.0906921614162928,0.079108787118012,0.0700027636374499,9.1519932559558,247.3007869322336,0.1861243999153801,0.038147927421857,0.0313431974445886,Web/CloudOps,2
-bizitobs_service/10S/short,Synapse,3596.461740794029,3596.461740794029,20.18299734036958,0.7745537471512611,0.0590785564187312,0.0463923737913154,5.601673011405553,59.970507258101705,0.044428068985729,0.0149522096639525,0.0117533548569934,Web/CloudOps,2
-bizitobs_service/10S/long,Synapse,128319.18145286982,128319.18145286982,75.05730455760909,1.2999571095698363,0.0863187081792614,0.0794245038713278,19.06389106333583,358.216668306864,0.2653783597807627,0.0556048507379906,0.0518816336203644,Web/CloudOps,2
-m4_yearly/A/short,Synapse,3315479.964806075,3315479.964806075,842.3316185292182,3.125027075275981,0.1580982484742505,0.1401107196386843,29.014482624916266,1820.845947576586,0.2919810879407846,0.1350717795277617,0.1088648365883799,Econ/Fin,1
-electricity/15T/medium,Synapse,257151.14898771344,257151.14898771344,53.43909903452861,0.8198643175185893,0.1251875509251994,0.1223619126506959,7.213582586386679,507.1007286404876,0.8737856196208658,0.0920809488620763,0.0740026993143613,Energy,1
-electricity/15T/short,Synapse,133146.52027772734,133146.52027772734,51.53456798365712,0.9878637710823396,0.1644986972910436,0.1584469200463396,10.07648649537564,364.89247769408365,0.7192749990119791,0.1015847916892498,0.0839473763571108,Energy,1
-electricity/15T/long,Synapse,328360.07404889254,328360.07404889254,58.75493365428791,0.8703973097099399,0.1314473322021058,0.1251520148534265,7.298508939929695,573.0271145843733,0.9040205002840872,0.0926931085186665,0.0739257626257306,Energy,1
-kdd_cup_2018/H/medium,Synapse,5073.431211377557,5073.431211377557,25.114526163936592,1.0404898556759636,0.9906961340013491,0.557447957710553,8.945774861114296,71.22802265525526,1.4909315141332262,0.5256925171370577,0.4188053019267645,Nature,1
-kdd_cup_2018/H/short,Synapse,4262.630761920218,4262.630761920218,22.089677260855485,0.9289124710710708,0.8483788707124738,0.4904689836895579,7.542432932622407,65.28882570486482,1.366613369497348,0.4623769526661479,0.3710148668516113,Nature,1
-kdd_cup_2018/H/long,Synapse,4110.639748448135,4110.639748448135,24.01573632483864,1.015996323019437,1.0112369022303025,0.6068232760125196,7.906184102583698,64.11427102017252,1.5043798771312542,0.5635062192348722,0.4463653277836563,Nature,1
-ett2/H/medium,Synapse,230.8713104875281,230.8713104875281,9.499860041496866,1.020314746171514,0.1717335457454356,0.1663774926895727,6.969969618349351,15.1944499896353,0.2047549847954824,0.1280167231905569,0.1014165651372813,Energy,7
-ett2/H/short,Synapse,104.37565115208616,104.37565115208616,6.283492998273024,0.7220791245233226,0.1177810640573338,0.1078438469891324,4.997455192574861,10.216440238756656,0.1295728884849507,0.0796921744300521,0.0629563820182046,Energy,7
-ett2/H/long,Synapse,222.4462084014408,222.4462084014408,9.168925572733787,1.0142504289715344,0.178592235823418,0.1715216637096052,7.497373471157779,14.914630682703503,0.2042443880520802,0.1255613787922924,0.102282169215304,Energy,7
-m4_daily/D/short,Synapse,354382.6304079325,354382.6304079325,169.16872181651064,3.1640393898299277,0.0377642892016585,0.0294081726014986,24.95019064771856,595.3004538952852,0.0919574687254221,0.0261318924653429,0.0207084043510823,Econ/Fin,1
-us_births/M/short,Synapse,52512880.96291367,52512880.96291367,6027.396184455261,0.6810469795824474,0.0185156925138092,0.0187573585030276,3.8754974708715024,7246.5771894677055,0.0225078193439475,0.01872105145465,0.0139450172563461,Healthcare,1
-us_births/D/short,Synapse,173152.55419109843,173152.55419109843,247.5000894770577,0.3643589008871609,0.0238560705280271,0.023434893750666,3.798166661205532,416.1160345277486,0.0390075016501148,0.0232011250410877,0.0190869522209751,Healthcare,1
-electricity/H/medium,Synapse,5732405.686947512,5732405.686947512,236.83959484288192,1.0508267607828758,0.2166060097950284,0.1219270797984435,9.093218072390965,2394.244283056245,0.9345524442583422,0.0924462987440163,0.0742486021081844,Energy,1
-electricity/H/short,Synapse,1505989.6831213266,1505989.6831213266,163.71440130324052,0.8911392230448414,0.1780196219441764,0.1149852230568949,10.105657730092489,1227.1877130746243,0.5793202388060784,0.0772848888955752,0.0632452038016243,Energy,1
-electricity/H/long,Synapse,8929666.45333153,8929666.45333153,274.6828691836707,1.188124215965291,0.2947410231821484,0.1349969522921131,10.17743375404128,2988.254750407256,1.178566789713393,0.1083348423620652,0.0873607253934506,Energy,1
-ett2/W/short,Synapse,3279576.55735223,3279576.55735223,1258.314460212263,0.8514538935432421,0.1320826833864451,0.1424574151281107,8.331669273886538,1810.9601203097293,0.1519117903832141,0.1055532920753879,0.0876552923341272,Energy,7
-solar/W/short,Synapse,1366653.9855074722,1366653.9855074722,951.081748425174,1.0406283460235448,0.2141624711483608,0.1881918534816372,6.836096291945386,1169.0397707124732,0.2386302446391337,0.1941395630708056,0.1413689343806533,Energy,1
-covid_deaths/D/short,Synapse,406213.67051453085,406213.67051453085,106.02786239694495,34.76822942621669,0.0890346953153257,0.1292819723847498,667.3733837191428,637.3489393687973,0.2398056401341448,0.039893499217768,0.0322807399352041,Healthcare,1
-hierarchical_sales/W/short,Synapse,464.97197564947663,464.97197564947663,8.857559102426299,0.7153647093904841,0.5210280538187463,0.4534882498940069,6.61238502851093,21.5632088439888,0.9899774653774812,0.4066548709468029,0.3415550802474633,Sales,1
-kdd_cup_2018/D/short,Synapse,2894.194524450775,2894.194524450775,21.124843578818577,1.1949101118806624,0.5187398191496736,0.4646995705426894,9.155668231112465,53.79771858035223,1.2051259832236578,0.4732189126262951,0.374212379990483,Nature,1
-electricity/W/short,Synapse,52003441959.636,52003441959.636,30117.597252898933,1.4866042132857489,0.237392731417054,0.0962835495602032,11.602888420777548,228042.6318906971,0.5203180316595193,0.068718418091463,0.0530581119990483,Energy,1
-bizitobs_application/10S/medium,Synapse,4128064.1094782,4128064.1094782,1114.1234589312237,2.402684326071172,0.0346363716260885,0.0354001056528419,30.21734840325128,2031.7637927372853,0.0797813843026518,0.0437483491709634,0.0385169302647742,Web/CloudOps,2
-bizitobs_application/10S/short,Synapse,412997.39431499,412997.39431499,345.70164093109656,1.1289557001904804,0.0158220565857121,0.0159746206226616,8.46140609911413,642.6487332244498,0.0247843929000676,0.0133323304817625,0.0108397328010548,Web/CloudOps,2
-bizitobs_application/10S/long,Synapse,6348768.4045307785,6348768.4045307785,1521.784607133485,3.28225897984727,0.0477706295709492,0.0488086658330317,59.51608750538327,2519.676249943785,0.0971738415265266,0.0586891495502234,0.0540797200910186,Web/CloudOps,2
-m4_quarterly/Q/short,Synapse,1704216.4412085095,1704216.4412085095,541.3088207979406,1.1344178775177756,0.1095378682242531,0.0981620663666799,8.639374569077994,1305.4564110718172,0.2185104148730246,0.0906055644629858,0.0722425192203886,Econ/Fin,1
-m4_hourly/H/short,Synapse,550902.0901453486,550902.0901453486,169.54285748284195,0.6761003933068471,0.0862793371402033,0.0790502901426883,5.513544829163199,742.2277885833624,0.101330476125734,0.0231463423179611,0.0195314602798149,Econ/Fin,1
-bizitobs_l2c/H/medium,Synapse,70.43793434980273,70.43793434980273,4.787732579546283,0.4791288487875105,0.4850201019597101,0.757807664991636,3.910773349886712,8.3927310423844,0.5081926124427799,0.2899044798397099,0.2336389808309401,Web/CloudOps,7
-bizitobs_l2c/H/short,Synapse,58.98437467945725,58.98437467945725,4.566292845750443,0.4532059615119996,0.4004464843323466,0.5976727478706291,2.840177075816273,7.680128558784498,0.4139785984676602,0.2461348788640394,0.191615783910041,Web/CloudOps,7
-bizitobs_l2c/H/long,Synapse,94.11873929016753,94.11873929016753,5.546876742722112,0.5892841360408446,0.661434381125864,0.7817607540207485,5.446899286956702,9.701481293604989,0.5925944776126896,0.338819240717615,0.2806884737460488,Web/CloudOps,7
-restaurant/D/short,Synapse,142.28578260876435,142.28578260876435,7.1809971587463775,0.6879314750289621,0.6784336164760226,0.3953640268783044,4.640575575148456,11.928360432547482,0.5489707848392674,0.3304861274487529,0.258505632945248,Sales,1
-sz_taxi/15T/medium,Synapse,16.429632383109688,16.429632383109688,2.7571556599345888,0.5376984534533001,10251564322715.84,0.4050376108094555,3.8446236271787546,4.053348292845026,0.3772317151264809,0.2565993552302848,0.2025289108635015,Transport,1
-sz_taxi/15T/short,Synapse,16.623572000455418,16.623572000455418,2.7218355856046643,0.5429454585826672,1069151538645.5548,0.3919598365694669,3.862407484931298,4.077201491275041,0.3812357769027509,0.2545032680626843,0.1999092160154406,Transport,1
-sz_taxi/15T/long,Synapse,15.640912782662342,15.640912782662342,2.700579366740374,0.5097701125222233,7044606482071.678,0.3990091661293664,3.6805718221117663,3.954859388481762,0.3660547401388221,0.2499608155970147,0.1977300197065558,Transport,1
-loop_seattle/5T/medium,Synapse,73.40544759435019,73.40544759435019,4.994110712180381,0.7950069677115564,0.1751483929738529,0.1145499917032593,5.818477893690894,8.567697916847337,0.1524369471297423,0.0888554893019444,0.070023114995968,Transport,1
-loop_seattle/5T/short,Synapse,37.30412537653298,37.30412537653298,3.344604292908245,0.53037125512481,0.0917061685818246,0.0710274360512014,4.002077667981049,6.1077103219236735,0.1047337509239739,0.0573525813258246,0.0452808286074293,Transport,1
-loop_seattle/5T/long,Synapse,86.24588183813162,86.24588183813162,5.404616616109952,0.856915549602864,0.1863705621083247,0.1218926334236065,6.2873314337051225,9.286866093474783,0.1641936918023557,0.0955547270783804,0.0755394566911762,Transport,1
-m4_monthly/M/short,Synapse,1810053.294227752,1810053.294227752,546.833279510535,0.9055893443901412,0.1572518680126872,0.1291039015166657,7.384518303910223,1345.3822112053333,0.2796166111091683,0.1136507285327203,0.0904017878907207,Econ/Fin,1
-temperature_rain/D/short,Synapse,185.8350878324541,185.8350878324541,5.824136279142628,1.3456407126378602,20.53097061631961,1.5101373129655495,20.171157900163408,13.63213438286368,1.6048626213296848,0.6856548177573539,0.5519994332832616,Nature,1
-electricity/D/short,Synapse,1428292788.9686604,1428292788.9686604,4262.271657029427,1.384841407356544,0.4134501314783911,0.0931872616481992,11.324116216473143,37792.76106569432,0.6210605744251769,0.0700432783693523,0.0549055693358672,Energy,1
-loop_seattle/H/medium,Synapse,64.21670498132806,64.21670498132806,4.385264661497428,0.9013433773364754,0.1147794979785593,0.0999422857958225,6.745637720315491,8.013532615602688,0.1416382759693417,0.0775090532625305,0.0618063590854122,Transport,1
-loop_seattle/H/short,Synapse,55.2341980659034,55.2341980659034,3.962806585104059,0.80563462505355,0.1087950649119793,0.0912135234818682,6.801692833112259,7.431971344529216,0.131553450469674,0.0701457063875975,0.0568416984316428,Transport,1
-loop_seattle/H/long,Synapse,57.57632657883847,57.57632657883847,4.134720832429267,0.8677600225586954,0.1222967955290665,0.0958862862913527,7.225835957045198,7.587906600561084,0.1356060497145731,0.0738929968796432,0.0593480880431031,Transport,1
-solar/10T/medium,Synapse,18.547857536814483,18.547857536814483,1.820801993801284,0.793256090250791,3.4951458345583584,1.416252148818831,5.032151458561582,4.3067223658850455,0.955678759789687,0.4040431779495504,0.3123540128853747,Energy,1
-solar/10T/short,Synapse,21.983464895982248,21.983464895982248,2.033531699894617,0.8924449634250201,5.067972035141637,1.5029474856716107,4.235106062410286,4.688652780488469,1.3639285860945345,0.5915541512815382,0.4422164606151873,Energy,1
-solar/10T/long,Synapse,19.33910462268322,19.33910462268322,1.8980100308443029,0.8270466806722322,3.229264771274896,1.4169051275616706,5.4379015759713925,4.397624884262324,0.950476168868698,0.4102244620834378,0.3174284895290182,Energy,1
-jena_weather/10T/medium,Synapse,1484.4180981127488,1484.4180981127488,9.753715081303463,0.6057369517402115,0.7046283030918842,0.6485726795223886,5.754323651037319,38.52814682946416,0.2364465784411346,0.059858382711006,0.0484903390122338,Nature,21
-jena_weather/10T/short,Synapse,788.1377583262587,788.1377583262587,5.478248191973733,0.2746318749104626,0.3130254507758209,0.5390755897922194,2.240588613376969,28.07379130659517,0.1743734294971399,0.0340267872778036,0.0273720439294918,Nature,21
-jena_weather/10T/long,Synapse,1415.2158444997017,1415.2158444997017,9.845282922273812,0.6513908336326328,0.7607495019405257,0.6453685028044016,6.121386780021486,37.61935465288715,0.2301992817669648,0.060244974386504,0.0487150286312064,Nature,21
-ett1/D/short,Synapse,44956.64487000874,44956.64487000874,141.27273539668013,1.679238404715881,1.3339957720974018,0.4729700562260733,10.464018692128548,212.0298207092784,0.5569033571939261,0.3710575255838885,0.2824028793236845,Energy,7
-bitbrains_fast_storage/H/short,Synapse,2576507.8225229643,2576507.8225229643,280.69334911564584,1.032876739715154,3.788816974835621,0.53211739023351,19.4178926162198,1605.1504049536804,4.575199942659383,0.800067202933442,0.583156367754806,Web/CloudOps,2
-sz_taxi/H/short,Synapse,7.133412769065301,7.133412769065301,1.8385662561861813,0.5603673530165401,1.16640567443035,0.2953611585879397,3.9345546400698543,2.67084495414191,0.2488056889628166,0.1712737923497913,0.1347913277445439,Transport,1
-bitbrains_rnd/H/short,Synapse,1910684.5004340415,1910684.5004340415,157.36717732585188,5.8224675269572925,1.598068783876308,0.52789189116111,203.5107402367307,1382.275117490741,6.049512482270871,0.6887157928883513,0.5880745007883234,Web/CloudOps,2
-jena_weather/H/medium,Synapse,1379.3681124051764,1379.3681124051764,10.403582706568782,0.8045796246679728,2.046999702863032,0.676479694133611,6.052725443148616,37.13984534708211,0.2272653005453004,0.0636613676890822,0.0513485836542469,Nature,21
-jena_weather/H/short,Synapse,1100.9354426460386,1100.9354426460386,8.182852107362145,0.5169484762506563,1.1390769591942052,0.5932482594370792,4.61552611540064,33.18034723516375,0.2033933925067541,0.0501603566322417,0.0408238981672407,Nature,21
-jena_weather/H/long,Synapse,1242.781955319888,1242.781955319888,11.2974455556546,1.000252513353406,1.98102717047092,0.652446244801361,7.567937043324608,35.25311270398527,0.2122627963065589,0.068023138974995,0.0550500046467677,Nature,21
-ett1/15T/medium,Synapse,9.373120500718164,9.373120500718164,1.5654177961955036,0.9863928747378472,0.7339281877638908,0.3829447700109294,7.022949457949263,3.0615552421470635,0.5835354562434096,0.2983701797501704,0.2320640101544294,Energy,7
-ett1/15T/short,Synapse,4.8318869752897085,4.8318869752897085,1.0666263271968577,0.6773525695659657,0.4874768160238661,0.2375770124749354,4.812097813729572,2.1981553574053194,0.4155428611107469,0.2016367743281862,0.1565547703839609,Energy,7
-ett1/15T/long,Synapse,8.810082696721697,8.810082696721697,1.5725842632317446,1.00716221096466,0.7880472747350004,0.3850280243156201,7.261755881008521,2.9681783465151983,0.5657377276102589,0.2997361154530694,0.23198564523351,Energy,7
-loop_seattle/D/short,Synapse,17.905539386700084,17.905539386700084,2.864706950291469,0.8668597823056257,0.0531577165788378,0.0529073611604941,7.258227125307386,4.231493753593415,0.075622452730073,0.0511961445647791,0.0414263895765929,Transport,1
-ett2/D/short,Synapse,104370.83973541432,104370.83973541432,195.05111505640727,1.2783255431109632,0.4261417455135873,0.1334460801986309,11.070363228798492,323.06476090006214,0.1848984864393069,0.1116328993968648,0.0914132873843379,Energy,7
-saugeen/W/short,Synapse,1018.0628460028788,1018.0628460028788,15.273826122692292,1.2391523587254116,0.3967476114685623,0.4041926501399649,10.709811885993972,31.907097110249293,0.9631422578322588,0.4610531420867403,0.3714148127444749,Nature,1
-solar/D/short,Synapse,135526.43957088602,135526.43957088602,252.56845680306196,0.9855218506528988,1.125512575537161,0.4235735976075132,5.326414455820764,368.1391578885436,0.5318356933409599,0.3648753941589133,0.2811440913709339,Energy,1
-m_dense/H/medium,Synapse,35443.918268838555,35443.918268838555,77.5733069035829,0.6732899546211619,0.2522531354736324,0.1858969170757366,7.295827481678306,188.26555252843931,0.3275582765741267,0.1349677536662211,0.1116340529796323,Transport,1
-m_dense/H/short,Synapse,44694.34331993142,44694.34331993142,87.1006878161677,0.7761561419483677,0.2848384605214743,0.2057436954456219,8.727122414833012,211.41036710608924,0.3749893111592742,0.1544949160856121,0.1287031037819354,Transport,1
-m_dense/H/long,Synapse,34529.99131339011,34529.99131339011,78.89504999314346,0.6878083215993914,0.2546061346853125,0.1883003671089787,7.34714703588209,185.822472573664,0.3216861695814625,0.1365789943472599,0.1130239210587437,Transport,1
-saugeen/M/short,Synapse,397.81982398265706,397.81982398265706,12.511034062211928,0.7330210933360634,0.3547603128162583,0.3592763197466192,4.54602108454984,19.94542112823535,0.5988213779725894,0.3756187752982575,0.2907421344741516,Nature,1
-bitbrains_fast_storage/5T/medium,Synapse,3175837.270290936,3175837.270290936,268.43408883142973,0.9715503951117148,3.1614179686106625,0.735463007137945,21.450480403197083,1782.08789634264,5.414475534788863,0.8155769475029686,0.6040038588958575,Web/CloudOps,2
-bitbrains_fast_storage/5T/short,Synapse,1598857.9145629297,1598857.9145629297,148.79235292090698,0.6706583537531366,1.7665442694710327,0.6422919029835097,13.454023761573085,1264.459534569189,3.9700902669134464,0.467171195259883,0.3638916331232154,Web/CloudOps,2
-bitbrains_fast_storage/5T/long,Synapse,5079313.224209629,5079313.224209629,383.4828909311811,0.8917345468769259,3.798354128246866,0.7485911553381718,16.198055522206186,2253.733175025302,5.955943910295123,1.0134307886372995,0.739296800111958,Web/CloudOps,2

results/Synapse/config.json

@@ -1,9 +0,0 @@
-{
-    "model": "Synapse",
-    "model_type": "agentic",
-    "model_dtype": "float32",
-    "model_link": "https://arxiv.org/abs/2511.05460",
-    "org": "Google Cloud AI Research",
-    "testdata_leakage": "No",
-    "replication_code_available": "No"
-}

results/TSOrchestra-test/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-bitbrains_fast_storage/5T/long,"TSOrchestra-test",3935933.7645889753,3935933.7645889753,349.58813997497964,0.9269540787531104,4.862012611677347,0.8328672722129261,26.82744338636312,1983.9187898170064,5.24290504557977,0.9238570814275756,0.6493157422172859,Web/CloudOps,2
-bitbrains_fast_storage/5T/medium,"TSOrchestra-test",3217856.558815273,3217856.558815273,287.70779258514955,0.9987420682463012,4.609855566296933,0.8105082483269215,30.629692943250262,1793.8384985319256,5.450176678906839,0.8741357166604711,0.6105192205604982,Web/CloudOps,2
-bitbrains_fast_storage/5T/short,"TSOrchestra-test",1972437.9243349463,1972437.9243349463,162.07881755000224,0.7029727859199087,1.6414042448417012,0.7272514825965226,21.18755093466908,1404.435090822978,4.409578840431848,0.5088874017893563,0.3920441656326121,Web/CloudOps,2
-bitbrains_fast_storage/H/short,"TSOrchestra-test",2498448.981346684,2498448.981346684,266.6039956961493,0.9865470511084616,3.0480100896031463,0.5766203127614407,30.552464429757336,1580.6482788231808,4.505361084049783,0.7599079967087182,0.584607682123271,Web/CloudOps,2
-bitbrains_rnd/5T/long,"TSOrchestra-test",2741014.3092923723,2741014.3092923723,193.610297739826,3.383457250497965,2.009947758563582,0.7066837753441967,124.91210443346228,1655.6008907017333,6.342233802518832,0.7416774065160113,0.631509489967593,Web/CloudOps,2
-bitbrains_rnd/5T/medium,"TSOrchestra-test",2263536.404681218,2263536.404681218,146.41216215363497,4.452550887955358,0.3957768536657749,0.7199647306432045,168.41223096881703,1504.505368777798,6.330221020104104,0.6160306009520887,0.5808039507248792,Web/CloudOps,2
-bitbrains_rnd/5T/short,"TSOrchestra-test",1752930.746871569,1752930.746871569,123.50603177337376,1.6659307680385191,0.9296500554170668,0.6516288286382356,59.392445795324,1323.982910339695,5.417355918055654,0.5053510335502674,0.403352349057457,Web/CloudOps,2
-bitbrains_rnd/H/short,"TSOrchestra-test",1756632.355034649,1756632.355034649,144.89788264714036,5.809152255556768,1.1851856357234645,0.564185657269599,215.09030876541024,1325.3800794619815,5.800511745138296,0.634144033975212,0.5889087226784738,Web/CloudOps,2
-bizitobs_application/10S/long,"TSOrchestra-test",5884915.995134343,5884915.995134343,1465.0117940495852,3.213011035819848,0.0459765167601622,0.0469714424036286,100.99723605807336,2425.8845799283904,0.0935566717100521,0.0564996490769967,0.0503051296002101,Web/CloudOps,2
-bizitobs_application/10S/medium,"TSOrchestra-test",3828266.337022155,3828266.337022155,1100.421361694994,2.356715896820709,0.0340752889343855,0.0346987677846694,61.218211075929815,1956.5955987434284,0.0768297505577268,0.0432103081401784,0.0369991787862529,Web/CloudOps,2
-bizitobs_application/10S/short,"TSOrchestra-test",664049.1079234522,664049.1079234522,414.5743819470433,1.2483539298962758,0.0175773060136128,0.0178031365298497,25.050352158876624,814.8920836058307,0.0314271304479298,0.015988476810534,0.0127843258467027,Web/CloudOps,2
-bizitobs_l2c/5T/long,"TSOrchestra-test",91.82933679300142,91.82933679300142,6.427153720920439,0.6173795630481984,0.5829287999115433,0.8135781718082119,15.723615639386017,9.582762482343044,0.5380577871279156,0.3608750728176093,0.2847021405440567,Web/CloudOps,7
-bizitobs_l2c/5T/medium,"TSOrchestra-test",73.52162372929024,73.52162372929024,5.944841553673787,0.6077701713344603,0.4636258758036122,0.7222894780971079,15.196299658694844,8.574475128501467,0.4511434848766517,0.3127860884042988,0.2484161002608965,Web/CloudOps,7
-bizitobs_l2c/5T/short,"TSOrchestra-test",20.957101863161707,20.957101863161707,2.6911774727408004,0.2773151837196029,0.1543018104450295,0.2091604607124603,6.909908275871829,4.5778927317229385,0.1572233663187331,0.0924259274782537,0.0745043675525424,Web/CloudOps,7
-bizitobs_l2c/H/long,"TSOrchestra-test",87.50371503667041,87.50371503667041,5.623410359120878,0.5915964014150494,0.6853376151569022,0.8458569712774032,14.615826382270823,9.35434204188998,0.5713902102123579,0.3434941348968711,0.2717095131496422,Web/CloudOps,7
-bizitobs_l2c/H/medium,"TSOrchestra-test",74.57246236988911,74.57246236988911,4.87528932305638,0.4872094958753631,0.4700800864948974,0.7646663653826199,11.821017844833518,8.63553486298846,0.5228947525781809,0.2952061736503026,0.2297831314253154,Web/CloudOps,7
-bizitobs_l2c/H/short,"TSOrchestra-test",57.93384375939396,57.93384375939396,4.785254307164727,0.4750951303999911,0.4757265858016408,0.6327419175680208,11.137742878278091,7.611428496635435,0.4102754891739257,0.2579374624042636,0.1994469349308772,Web/CloudOps,7
-bizitobs_service/10S/long,"TSOrchestra-test",129609.8550861882,129609.8550861882,75.11599541260756,1.4999397997721398,0.0871011745056588,0.0824391880280784,34.53666891595601,360.0136873595061,0.2667096489442151,0.0556483307996729,0.0506102816981973,Web/CloudOps,2
-bizitobs_service/10S/medium,"TSOrchestra-test",56159.60582751026,56159.60582751026,52.13330916775173,1.252231409318365,0.0766055228893532,0.0697650514089244,28.608471818620583,236.98018024195665,0.1783568681140486,0.0392367570068012,0.0304204698870069,Web/CloudOps,2
-bizitobs_service/10S/short,"TSOrchestra-test",3881.729375382179,3881.729375382179,22.136281506066148,0.8410756046412172,0.0579897674974819,0.0479519212981181,18.69069223154232,62.30352618738509,0.0461564435409787,0.0163992648581233,0.0128854832452221,Web/CloudOps,2
-car_parts/M/short,"TSOrchestra-test",1.3571386982905318,1.3571386982905318,0.4520421170816914,0.8354162290912995,0.8491219679468779,1.9052332164806256,26.498828735096527,1.1649629600508902,2.7934616757894397,1.0839506260827942,0.933131133376858,Sales,1
-covid_deaths/D/short,"TSOrchestra-test",341661.47496713034,341661.47496713034,89.43748471422953,33.01452582259661,0.085330203802731,0.3608294291627087,1282.6248087411086,584.5181562339449,0.2199277905059623,0.0336512872899344,0.0272617478091108,Healthcare,1
-electricity/D/short,"TSOrchestra-test",1230488522.604079,1230488522.604079,4170.16461421997,1.3902266944274326,0.3984162729579725,0.094695451636671,36.629052415856606,35078.319837245326,0.5764532917223313,0.0685296539299661,0.0538406171882295,Energy,1
-electricity/H/long,"TSOrchestra-test",10542849.241315251,10542849.241315251,294.90034990515613,1.2219609718219435,0.2966046256564434,0.145322628525944,26.33709604853039,3246.9753989390265,1.2806060975366071,0.1163086071972157,0.0925612193602453,Energy,1
-electricity/H/medium,"TSOrchestra-test",6717206.2563067535,6717206.2563067535,249.51903304495917,1.0794100690495547,0.2262837409275522,0.1308458976630657,23.33750877033781,2591.7573683326827,1.011648286996088,0.097395499068357,0.0778650105653855,Energy,1
-electricity/W/short,"TSOrchestra-test",31080592419.92485,31080592419.92485,25637.68543401974,1.4219617623728595,0.1193387766666435,0.0927880248780248,27.60636874978625,176296.8871532474,0.4022513183203626,0.0584967376965239,0.0452820611324487,Energy,1
-ett1/15T/long,"TSOrchestra-test",8.243749552140653,8.243749552140653,1.5706371320387684,1.019936228932009,0.7666978238724542,0.393974889065195,23.282035069472816,2.871193053791516,0.5472522349236316,0.2993649903224766,0.2315341704375025,Energy,7
-ett1/15T/medium,"TSOrchestra-test",9.62130002943135,9.62130002943135,1.616982551856934,1.0275573699156375,0.7271256870647294,0.3961183550865695,24.6452636555272,3.101822049929904,0.5912103496203284,0.3081984731635112,0.2398625076575753,Energy,7
-ett1/15T/short,"TSOrchestra-test",4.658571776411579,4.658571776411579,1.093816154159389,0.692003401866187,0.4649557597359685,0.2415243677992025,17.45309586298432,2.158372483240921,0.4080222419253055,0.2067767834049118,0.1588046263888257,Energy,7
-ett1/D/short,"TSOrchestra-test",40315.522051434666,40315.522051434666,136.2583918139499,1.6806150286411232,1.376117619059447,0.4720882395027222,45.98375255620722,200.78725569974472,0.5273743872766946,0.3578871858363717,0.2725179724620256,Energy,7
-ett1/H/long,"TSOrchestra-test",136.38238429532774,136.38238429532774,6.854423516370071,1.3136035358866145,3912244942427.572,0.4639939552636891,27.01066694148744,11.678286873310132,0.5592478649494957,0.3282434965483124,0.256173450764951,Energy,7
-ett1/H/medium,"TSOrchestra-test",132.05527359751693,132.05527359751693,6.589209046620069,1.2299896795059144,4206597318493.5903,0.433320842160278,28.42749728740139,11.491530515885032,0.5504170711338863,0.3156074936681489,0.2473610485932525,Energy,7
-ett1/H/short,"TSOrchestra-test",100.08987683942247,100.08987683942247,4.946661781605223,0.8186681618457503,0.4834980991410276,0.2601233488004902,20.23439453202309,10.004492832693844,0.466950610577265,0.2308809429790778,0.1774015397583596,Energy,7
-ett1/W/short,"TSOrchestra-test",989510.3656643648,989510.3656643648,812.4721059322254,1.494997089594253,0.7054403469054227,0.5293702695860415,29.63079542303231,994.741356164689,0.3958313278548756,0.3233020428306749,0.2467594360180067,Energy,7
-ett2/15T/long,"TSOrchestra-test",11.38472768326637,11.38472768326637,2.1665369423910272,0.9005037546896144,0.1375508085188752,0.1654055922686201,22.30923616420953,3.374126210334517,0.1798132933600978,0.1154586753762907,0.0916396359038175,Energy,7
-ett2/15T/medium,"TSOrchestra-test",11.680949215525512,11.680949215525512,2.145229392605787,0.889812784512305,0.1365361800032471,0.1640630924885128,22.39977677062312,3.4177403668982103,0.1821375707107257,0.1143231574787731,0.0895711169001382,Energy,7
-ett2/15T/short,"TSOrchestra-test",7.853729322785832,7.853729322785832,1.7319636586573233,0.7427096967836446,0.1062751939885833,0.12598484365775,18.404858474329288,2.8024505923897807,0.1330422992150986,0.0822224762607753,0.0649307567329398,Energy,7
-ett2/D/short,"TSOrchestra-test",106039.05185816904,106039.05185816904,193.00609061549403,1.2668341065190438,0.4344814991951588,0.1311453496619999,32.81435040036002,325.636379813695,0.1863702917934554,0.1104624779531802,0.0906612914101508,Energy,7
-ett2/H/long,"TSOrchestra-test",231.57209114114323,231.57209114114323,9.454091518556336,1.041781590815038,0.1789606874661358,0.1769398075184539,23.227294463611894,15.217492932186406,0.2083918534587461,0.129466506940411,0.1038574614019068,Energy,7
-ett2/H/medium,"TSOrchestra-test",235.8876371451095,235.8876371451095,9.493494757896926,1.0268141732646603,0.172210494271238,0.1679117098861441,24.048873198636727,15.358633960906468,0.2069674693911224,0.127930946900687,0.1035922956956065,Energy,7
-ett2/H/short,"TSOrchestra-test",105.45599173791662,105.45599173791662,6.390917671787323,0.738693513701533,0.1212411967967107,0.1107537717126933,19.584927308662287,10.26917677995255,0.1302417345616434,0.0810546181889846,0.0644437352637196,Energy,7
-ett2/W/short,"TSOrchestra-test",2995530.0831473866,2995530.0831473866,1182.5991714157824,0.779092255795969,0.1191979958307905,0.1223002050555992,16.211684881804597,1730.7599727135437,0.1451842275430943,0.0992019401314874,0.0838411613763393,Energy,7
-hierarchical_sales/D/short,"TSOrchestra-test",28.4842233160427,28.4842233160427,2.27820184536824,0.7376950524573519,0.6116411310292618,1.0525248787733132,22.419521369438403,5.337061299633226,1.637351302338999,0.6989270965954891,0.565355362894863,Sales,1
-hierarchical_sales/W/short,"TSOrchestra-test",460.9457036024806,460.9457036024806,8.885153464363665,0.7169887615970751,0.5251711196614735,0.4541357911563696,20.13071392018048,21.469646098678027,0.9856819539753212,0.4079217416007538,0.3429796702761664,Sales,1
-hospital/M/short,"TSOrchestra-test",2373.4745643489155,2373.4745643489155,17.023377762327495,0.7458241606357002,0.189495797554006,0.170684745246498,18.590377542384097,48.71831857062511,0.1768588094952555,0.061798814346778,0.049108556667034,Healthcare,1
-jena_weather/10T/long,"TSOrchestra-test",1414.038540847993,1414.038540847993,9.557618991493175,0.633012747166124,0.6617059580775166,0.6388649964314539,16.42150816183156,37.60370381821441,0.2301035116259308,0.0584847094679009,0.0482795008650062,Nature,21
-jena_weather/10T/medium,"TSOrchestra-test",1467.4276163978743,1467.4276163978743,9.595084251816562,0.5996706442160938,0.7198642768035857,0.648576785130473,14.782994315926958,38.30701784788101,0.2350895136614313,0.0588848680222908,0.048503394488175,Nature,21
-jena_weather/10T/short,"TSOrchestra-test",800.5215229688597,800.5215229688597,5.542351885082043,0.2950321584416642,0.338764170383925,0.5515697860457086,6.855517361233827,28.29348905612137,0.1757380346416513,0.0344249528803179,0.028285874272936,Nature,21
-jena_weather/D/short,"TSOrchestra-test",366.93209755426886,366.93209755426886,9.516880473985957,1.0522399271954166,0.6196601375932497,0.4644041943836069,25.908594679068464,19.15547173927776,0.1153472480373017,0.057307175073288,0.0446467735129981,Nature,21
-jena_weather/H/long,"TSOrchestra-test",1149.852669418736,1149.852669418736,10.966845953812722,0.986955345172656,2.2202380906971317,0.652203920740879,28.89533113111513,33.90947757513725,0.2041726241830413,0.066032563092121,0.0556120978495563,Nature,21
-jena_weather/H/medium,"TSOrchestra-test",1273.604755862531,1273.604755862531,10.144651732280815,0.8207946346005405,2.014562790647134,0.683665593626558,21.53640461772101,35.687599469038695,0.2183787504572522,0.0620769231352046,0.0495441452055206,Nature,21
-jena_weather/H/short,"TSOrchestra-test",1099.3809380776306,1099.3809380776306,8.115456017093539,0.5223417034546075,1.0781263933868823,0.6039790013943063,14.09786143635967,33.15691388048096,0.2032497556828221,0.0497472249279499,0.0403982573536892,Nature,21
-kdd_cup_2018/D/short,"TSOrchestra-test",2759.2638939349863,2759.2638939349863,20.57910820251712,1.1673717958082008,0.5392989166170776,0.4504731666720218,36.16275939410855,52.528695909331184,1.1766985835522044,0.4609938825526378,0.3634636466224152,Nature,1
-kdd_cup_2018/H/long,"TSOrchestra-test",3330.0505673663147,3330.0505673663147,17.381728495064245,0.738931517147235,0.6383453741950432,0.4406006791305596,18.97185321529629,57.70659032871648,1.3540297662639584,0.4078455794627592,0.3286952493268724,Nature,1
-kdd_cup_2018/H/medium,"TSOrchestra-test",4365.935427859983,4365.935427859983,19.35674283586879,0.7958567399779825,0.7012709315728645,0.426179745246127,19.614676915940997,66.07522552258133,1.3830740625693372,0.4051716621529448,0.3292789169351806,Nature,1
-kdd_cup_2018/H/short,"TSOrchestra-test",3730.788196117708,3730.788196117708,16.06121059342498,0.6575140143600239,0.5481967557864017,0.3606052391858282,16.347406807524145,61.08017842244493,1.278518758261331,0.3361902265913107,0.2720765810906044,Nature,1
-loop_seattle/5T/long,"TSOrchestra-test",97.99790625894012,97.99790625894012,5.952054784144496,0.9361972757576484,0.2059163973364845,0.1340509766699815,21.125389541962548,9.899389186153869,0.1750232359936708,0.105233552246805,0.0827925997498006,Transport,1
-loop_seattle/5T/medium,"TSOrchestra-test",89.49789364680997,89.49789364680997,5.664116810426221,0.8918757271521369,0.1974732176457712,0.1290703868530394,20.9293094401421,9.46033263933198,0.1683187587982904,0.1007762779139227,0.0790344109865617,Transport,1
-loop_seattle/5T/short,"TSOrchestra-test",42.92612809658386,42.92612809658386,3.5651197225389164,0.5628349487096386,0.1030390999397972,0.0756535524560667,14.86407256881877,6.551803423225079,0.1123489641938595,0.0611339324733869,0.0485993845601641,Transport,1
-loop_seattle/D/short,"TSOrchestra-test",17.530503625863297,17.530503625863297,2.9046756926056467,0.8744281573114658,0.0540667389572972,0.0536054626782722,22.6225832164226,4.186944425934419,0.0748262901940435,0.0519104349578245,0.0416299848994604,Transport,1
-loop_seattle/H/long,"TSOrchestra-test",59.08106273202914,59.08106273202914,4.226861725092698,0.8833852289631207,0.1274596495010389,0.097887165859567,19.156786980084394,7.686420671029471,0.1373666201283598,0.0755396736369552,0.0597525848895843,Transport,1
-loop_seattle/H/medium,"TSOrchestra-test",66.40178046472927,66.40178046472927,4.559420433347472,0.93393472025802,0.1211754643722498,0.1046869654728148,18.851500507584745,8.148728763723165,0.1440278689034534,0.0805872458748838,0.0635718381799733,Transport,1
-loop_seattle/H/short,"TSOrchestra-test",59.67731116386764,59.67731116386764,4.156474241426581,0.8442688039515677,0.114818951892185,0.0956195001107355,20.73211595397908,7.725109136048995,0.1367422895295372,0.0735738219530071,0.0588567012147225,Transport,1
-m4_daily/D/short,"TSOrchestra-test",341419.66447293625,341419.66447293625,163.23850965974492,3.0544616206385644,0.0362288075067664,0.0284196726593063,72.13090235719206,584.3112736144462,0.0902599431206534,0.0252158383079749,0.0200191578669637,Econ/Fin,1
-m4_hourly/H/short,"TSOrchestra-test",641692.1397090574,641692.1397090574,176.22853989723487,0.7044492460415077,0.089566523667005,0.0827726426622496,12.75995912086896,801.0568891839439,0.1093619531212013,0.024059086912657,0.019437390732106,Econ/Fin,1
-m4_monthly/M/short,"TSOrchestra-test",1805253.1834707716,1805253.1834707716,553.1512365861266,0.9246498736817312,0.1599700046918361,0.1309469674389335,24.214065341792832,1343.5971060815707,0.2792456030329347,0.1149638161095658,0.0916051730657556,Econ/Fin,1
-m4_quarterly/Q/short,"TSOrchestra-test",1749923.9488398822,1749923.9488398822,551.4261801567609,1.164283693257738,0.1118402811837156,0.100168651615758,26.53019068763368,1322.846910583338,0.2214212776754138,0.0922990320173491,0.0735520572727876,Econ/Fin,1
-m4_weekly/W/short,"TSOrchestra-test",226531.90535031445,226531.90535031445,242.1903553044085,1.8754249439292183,0.0599904930172875,0.0592667849429472,39.99205063284441,475.9536798369296,0.0867113759883913,0.0441233251243227,0.0353332559292307,Econ/Fin,1
-m4_yearly/A/short,"TSOrchestra-test",3393220.25587344,3393220.25587344,869.2719107131835,3.251692440959419,0.1694425371849296,0.1447013269406119,68.45215372679151,1842.0695578271304,0.2953843917077551,0.1393917800137427,0.1127099181619983,Econ/Fin,1
-m_dense/D/short,"TSOrchestra-test",8459.138268785375,8459.138268785375,44.42356322818332,0.67511425545139,0.1238765756079324,0.0971225064439763,15.4165918205579,91.97357375238484,0.1592198608390708,0.0769037590537641,0.0653445212396726,Transport,1
-m_dense/H/long,"TSOrchestra-test",35604.71778174727,35604.71778174727,82.61866302423915,0.7107365685947067,0.2654010896389083,0.1970646196219469,14.992896901440664,188.69212432358503,0.3266539609722422,0.1430251189541852,0.120083552253017,Transport,1
-m_dense/H/medium,"TSOrchestra-test",35131.699704776795,35131.699704776795,80.668470977089,0.7019422396840811,0.2666796113477175,0.1951980872603445,14.9411773403438,187.43452111277895,0.3261123869005416,0.1403529481216893,0.1163188954216024,Transport,1
-m_dense/H/short,"TSOrchestra-test",43103.062087056256,43103.062087056256,88.52637195974556,0.7787776034677959,0.2912347058323554,0.2120909966830781,19.144305301479204,207.61276956646057,0.3682533421048231,0.1570237341694683,0.128942593000014,Transport,1
-restaurant/D/short,"TSOrchestra-test",137.42741059064306,137.42741059064306,7.020433411467456,0.6730968324205545,0.6454114461708541,0.3886357990457914,18.529050397248582,11.722943768125951,0.5395170339969592,0.3230966117765124,0.2531340237625726,Sales,1
-saugeen/D/short,"TSOrchestra-test",1050.320747839035,1050.320747839035,12.879756155241266,2.861161185196317,0.36629479902698,0.3458412403042566,76.47755042403,32.408652360735935,1.0497239718253513,0.4171783706687537,0.3387762405778192,Nature,1
-saugeen/M/short,"TSOrchestra-test",348.2943444549976,348.2943444549976,11.678133898022034,0.6842701086016695,0.3259618263649427,0.3365956167539972,20.7502319488856,18.6626456981586,0.5603086112714382,0.3506126136921869,0.2713357354698533,Nature,1
-saugeen/W/short,"TSOrchestra-test",924.9944024175212,924.9944024175212,14.222742743791722,1.153730949496004,0.3593660414554995,0.3760323877275426,32.11340328103771,30.413720627662794,0.918063446925016,0.4293253162921753,0.346267406142088,Nature,1
-solar/10T/long,"TSOrchestra-test",19.099645840150583,19.099645840150583,1.8209082124404703,0.7950534034317218,3.080609587161629,1.455984132663277,12.771292977760911,4.370314158061247,0.9445735061039228,0.3935601863645742,0.3077411716670427,Energy,1
-solar/10T/medium,"TSOrchestra-test",20.871416005775963,20.871416005775963,1.88365729542199,0.8237387751136988,3.298937344373401,1.458104451664151,12.08122416681055,4.568524488910612,1.0137737952699262,0.4179910625417683,0.3161087705778983,Energy,1
-solar/10T/short,"TSOrchestra-test",26.24325131775436,26.24325131775436,2.2342662142964027,0.9851943846829878,4.658959506384312,1.5350574242791053,21.28437318105071,5.122816736694214,1.4902268339377496,0.6499477997828199,0.4916986854738969,Energy,1
-solar/D/short,"TSOrchestra-test",119227.47752059253,119227.47752059253,251.9462696410496,0.982337273668483,1.0181197210617945,0.4326281193173633,27.677108550760195,345.293320990419,0.4988312568531653,0.3639765576235937,0.2715448867667153,Energy,1
-solar/H/long,"TSOrchestra-test",566.4859775721334,566.4859775721334,9.62192978445607,0.7329388708800524,4.323821629920818,1.3771451559142622,6.268021912153806,23.800965895781065,0.8252229633442273,0.3336098814051239,0.2532065481542812,Energy,1
-solar/H/medium,"TSOrchestra-test",589.1484997733236,589.1484997733236,9.45801900027286,0.7260339945860715,3.827431781763633,1.3807847930722088,4.335409182633233,24.27238141949248,0.8743477933272837,0.3406999049337208,0.2604156398735464,Energy,1
-solar/H/short,"TSOrchestra-test",566.910647534711,566.910647534711,9.268722056456992,0.7143731464339246,3.6350369170476338,1.379413747645156,16.066816934328212,23.80988550024361,0.877640322696474,0.3416481871166332,0.2653870519859833,Energy,1
-solar/W/short,"TSOrchestra-test",953565.8694580324,953565.8694580324,736.751263503925,0.7953183181692459,0.1510129593094157,0.1451373471139387,18.56209025015053,976.5069735839228,0.1993294871877068,0.1503893525717984,0.1190884689883655,Energy,1
-sz_taxi/15T/long,"TSOrchestra-test",15.465088285040917,15.465088285040917,2.684776207650952,0.5065839297050271,6714525898278.196,0.3963712690634701,13.123436539017252,3.932567645322953,0.3639914561007082,0.2484981033421369,0.1960624504105242,Transport,1
-sz_taxi/15T/medium,"TSOrchestra-test",16.29573928427503,16.29573928427503,2.752058424545861,0.5364999836218196,10118253562112.38,0.4041915645206366,15.912307448354577,4.036798147576248,0.3756914478624134,0.2561249723968414,0.2017452550322822,Transport,1
-sz_taxi/15T/short,"TSOrchestra-test",16.655308314145863,16.655308314145863,2.725003821997501,0.5435464969946024,1083729224513.2222,0.392602362747154,17.1659401209527,4.081091559147609,0.3815995308405965,0.254799522368537,0.2002327513367735,Transport,1
-sz_taxi/H/short,"TSOrchestra-test",7.144328559341722,7.144328559341722,1.8398692047442256,0.560828326808545,1.187600856742935,0.2941186632699729,17.046522493255075,2.6728876817669915,0.2489959876967143,0.1713951742129332,0.1347733263741267,Transport,1
-temperature_rain/D/short,"TSOrchestra-test",182.28311460355567,182.28311460355567,5.788020299834798,1.3407939179828552,20.01165346730017,1.5229168981955554,44.21261729394454,13.501226411091537,1.5894513096674106,0.6814030196839135,0.5496268645399822,Nature,1
-us_births/D/short,"TSOrchestra-test",122046.34669101665,122046.34669101665,214.16335928297883,0.3152231367580344,0.020652934573644,0.0204011324283101,7.500468688845998,349.35132272687423,0.0327488516831706,0.0200760770973555,0.015865867586829,Healthcare,1
-us_births/M/short,"TSOrchestra-test",51693736.38319152,51693736.38319152,6114.71563915383,0.6911864780572511,0.0188061067664586,0.0190413634240933,14.268876843587904,7189.835629775657,0.0223315804464031,0.0189922650856072,0.0138570043642932,Healthcare,1
-us_births/W/short,"TSOrchestra-test",2047159.4150952871,2047159.4150952871,1114.3205312669563,1.01342062000649,0.0151113020863059,0.0151636780246314,20.276625077197963,1430.789787178846,0.019422831065682,0.0151267919478892,0.0117630325186122,Healthcare,1
-electricity/15T/long,"TSOrchestra-test",337020.59082676214,337020.59082676214,60.41434821922858,0.902348998043153,0.14773511177359833,0.138944831092834,23.37094318280884,580.5347455809705,0.9158647272580135,0.09531104033902663,0.0759710850923222,Energy,1
-electricity/15T/medium,"TSOrchestra-test",278809.17104931944,275698.84170026396,56.77634808868695,0.8830145824975804,0.1490597210525614,0.13666913433666478,7.348450202429224,528.0238356829353,0.9098382357829771,0.09783136458678733,0.07882560778436892,Energy,1
-electricity/15T/short,"TSOrchestra-test",148674.4875842627,148674.4875842627,56.10791376586797,1.0677924492260855,0.17636132552140887,0.16946602763004223,30.880625096852786,385.5833082282773,0.7600607120958128,0.1105997588097062,0.09163342138798426,Energy,1
-electricity/H/short,"TSOrchestra-test",1708259.4721944854,1708259.4721944854,181.22039162414148,1.0125950798453054,0.21242744102681949,0.13343124038907841,27.39378087424175,1307.004006189149,0.6169992357073165,0.08554896740729222,0.06964545031616531,Energy,1

results/TSOrchestra-test/config.json

@@ -1,9 +0,0 @@
-{
-    "model": "TSOrchestra-test",
-    "model_type": "fine-tuned",
-    "model_dtype": "float32",
-    "model_link": "https://huggingface.co/Melady/TEMPO",
-    "org": "Melady Lab @ USC",
-    "testdata_leakage": "Yes",
-    "replication_code_available": "No"
-}

results/TSOrchestra/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-bitbrains_fast_storage/5T/long,TSOrchestra,5264177.712564898,5264177.712564898,388.0607584403318,0.901473426367395,3.4958704288678635,0.8225785367482992,19.78252062537251,2294.379592082552,6.063360328637647,1.0255287381162714,0.8569765170641817,Web/CloudOps,2
-bitbrains_fast_storage/5T/medium,TSOrchestra,2629666.35881228,2629666.35881228,267.13693240499754,0.9755113575078024,3.497072296304505,0.8046394155192599,22.31743248298805,1621.6246047751863,4.926943452114991,0.8116357855296321,0.6244223901352561,Web/CloudOps,2
-bitbrains_fast_storage/5T/short,TSOrchestra,1598900.2355052335,1598900.2355052335,146.95083760491636,0.6656270729567958,1.701972644929568,0.727685243571386,13.181080607240563,1264.4762692534937,3.970142760173626,0.4613892867780263,0.365964340187127,Web/CloudOps,2
-bitbrains_fast_storage/H/short,TSOrchestra,2912910.151516303,2912910.151516303,287.49859311070884,1.0675768306007718,3.659132051164256,0.5831312763838772,22.55778526125413,1706.7249782892095,4.864720434315338,0.8194643533866295,0.6087710720492973,Web/CloudOps,2
-bitbrains_rnd/5T/long,TSOrchestra,2195425.021583008,2195425.021583008,172.2106230296033,3.333250711252761,1.8806075964333708,0.7172136397691566,120.6746930735072,1481.6966698967128,5.676046120403083,0.6597000982714744,0.6188268065990985,Web/CloudOps,2
-bitbrains_rnd/5T/medium,TSOrchestra,2319427.3742827107,2319427.3742827107,149.38444791950795,4.398683090057088,0.6034995579301339,0.7158910108844455,163.85520814343516,1522.966635971619,6.4078972973992325,0.6285365532556089,0.5979848836750823,Web/CloudOps,2
-bitbrains_rnd/5T/short,TSOrchestra,1473726.8591539084,1473726.8591539084,108.79970436662305,1.641868127256456,0.9423694118471172,0.6508360180064867,53.01885007776693,1213.971523205511,4.967221013854713,0.4451769810909985,0.3750148337304279,Web/CloudOps,2
-bitbrains_rnd/H/short,TSOrchestra,1845706.057453438,1845706.057453438,172.64039404718713,5.82570641067154,2.346208482457765,0.5546866192080948,196.37279957948388,1358.5676492002294,5.945756719893324,0.7555588296507487,0.6334180543872927,Web/CloudOps,2
-bizitobs_application/10S/long,TSOrchestra,6300652.343285634,6300652.343285634,1510.8551271272145,3.273066065427611,0.0475715841818773,0.0486614762046312,48.19020274993594,2510.110026131451,0.0968049105113743,0.0582676431927616,0.051692036906652,Web/CloudOps,2
-bizitobs_application/10S/medium,TSOrchestra,3141437.0235548923,3141437.0235548923,972.3970452281378,2.112017627778224,0.0300273240536565,0.0307198523157431,11.472651662318707,1772.4099479394974,0.069597322141417,0.0381831700306023,0.0305904860945084,Web/CloudOps,2
-bizitobs_application/10S/short,TSOrchestra,287095.4478290099,287095.4478290099,298.5058670468253,1.0443476467186994,0.0143907985096621,0.0145381525319758,6.394522497266609,535.8128850905042,0.0206641612726306,0.0115121781299457,0.0089604197896585,Web/CloudOps,2
-bizitobs_l2c/5T/long,TSOrchestra,83.0697872504921,83.0697872504921,5.642939220666352,0.5696564400947636,0.3978218093830707,0.7564623852529254,13.804302889347444,9.114262847344929,0.5117522330309839,0.3168426010311262,0.2892075038115793,Web/CloudOps,7
-bizitobs_l2c/5T/medium,TSOrchestra,61.70962552958317,61.70962552958317,4.927370302463452,0.48960438687586,0.3476752288925723,0.6210855772084146,7.861138640933592,7.855547436657942,0.41331731599612,0.2592521380279029,0.2234929985028826,Web/CloudOps,7
-bizitobs_l2c/5T/short,TSOrchestra,14.642827870443844,14.642827870443844,2.349119750534425,0.2440084874488821,0.1430302911092752,0.1886742734370725,2.0339245158186103,3.826594813988521,0.1314207547992615,0.0806782807525158,0.0652488445674679,Web/CloudOps,7
-bizitobs_l2c/H/long,TSOrchestra,101.02002269874252,101.02002269874252,5.79270528052348,0.6140380201230761,0.7098728268221247,0.8065474676895348,13.48080129651983,10.0508717382495,0.6139362543744982,0.3538351573113746,0.3186120537518076,Web/CloudOps,7
-bizitobs_l2c/H/medium,TSOrchestra,73.83455529516395,73.83455529516395,5.058936382243523,0.5084998332319391,0.5583875041249089,0.7863359079229258,8.072527822902423,8.592703608013252,0.5203012550324917,0.3063262820279485,0.2657579988717222,Web/CloudOps,7
-bizitobs_l2c/H/short,TSOrchestra,49.411486134753,49.411486134753,4.253030272676025,0.4223228430760049,0.3861958512891212,0.586142903277352,2.661657162434647,7.029330418663857,0.3788989119923153,0.229249223896013,0.1791046004349885,Web/CloudOps,7
-bizitobs_service/10S/long,TSOrchestra,129831.95913686778,129831.95913686778,75.44123178895673,1.2994572040936647,0.0828167071728293,0.077985466375148,18.741404874106536,360.322021443136,0.266938072690561,0.055889276304818,0.0511866544270041,Web/CloudOps,2
-bizitobs_service/10S/medium,TSOrchestra,39670.67651103585,39670.67651103585,44.52470586583992,1.0328695904209553,0.0713432420459128,0.0634714228586425,8.594384075020741,199.17498967248835,0.1499037908080025,0.0335103428642107,0.0256455515962885,Web/CloudOps,2
-bizitobs_service/10S/short,TSOrchestra,2000.266305347596,2000.266305347596,18.217186367952937,0.7267567470449694,0.0586501257235197,0.047384793134761,5.983825966646507,44.7243368351907,0.0331332195026727,0.0134958744469421,0.010455704230382,Web/CloudOps,2
-car_parts/M/short,TSOrchestra,1.3700726447974214,1.3700726447974214,0.4408185728037948,0.8195973504475315,0.8654278847865639,1.920954398310368,14.72832418262796,1.1705010229800832,2.8067413825967145,1.0570377182205044,0.9327451811489212,Sales,1
-covid_deaths/D/short,TSOrchestra,311992.3614518785,311992.3614518785,98.59279415444828,36.69020130413997,0.0950309243678922,0.3752581449153261,757.462743110833,558.5627641114994,0.2101619582759646,0.0370960186083255,0.0309701459662416,Healthcare,1
-electricity/15T/long,TSOrchestra,310425.9014339793,310425.9014339793,56.07605102932675,0.8395787020321144,0.1221391154146066,0.1270251062617314,7.107499451353006,557.1587757847661,0.8789862963787067,0.088466847426724,0.0707787446331732,Energy,1
-electricity/15T/medium,TSOrchestra,245566.43095452964,245566.43095452964,50.36244413874705,0.7903216412228886,0.1196486336044607,0.1249713373077373,7.083785740611692,495.54659816664025,0.8538767067306245,0.0867795644308659,0.0701145340638231,Energy,1
-electricity/15T/short,TSOrchestra,116434.440520035,116434.440520035,44.29597434719481,0.8624967938156302,0.1467345147876314,0.1499845461587394,10.16103748067126,341.2249119276537,0.6726215644733806,0.0873160971658479,0.0734790224803248,Energy,1
-electricity/D/short,TSOrchestra,1224080519.5167174,1224080519.5167174,4072.5329783997927,1.3610285160018476,0.3025935440578299,0.0918415183145351,10.85786686999034,34986.862098746686,0.5749503632197721,0.0669252449261329,0.0527147867229691,Energy,1
-electricity/H/long,TSOrchestra,8737538.278338678,8737538.278338678,260.2225376284691,1.0726853287241551,0.2751443207303686,0.1352372190753684,15.477120804705814,2955.932725611102,1.1658190092631169,0.1026316933323431,0.0867843767630209,Energy,1
-electricity/H/medium,TSOrchestra,5309387.3294271855,5309387.3294271855,223.158714682565,0.981482804326806,0.2272428230764321,0.1248897037373496,12.03473862540513,2304.2107823346337,0.8994093624032592,0.0871061965450988,0.0720375131385696,Energy,1
-electricity/H/short,TSOrchestra,1274750.2930848591,1274750.2930848591,155.29329891674394,0.8711263945444471,0.1614354892467023,0.118956384681309,10.417302208157947,1129.04840156871,0.5329914777456352,0.0733095275265689,0.0605888341827548,Energy,1
-electricity/W/short,TSOrchestra,48364210749.69932,48364210749.69932,28130.67533618961,1.4009793891654654,0.1731995060136251,0.0924915131305552,10.70808266738772,219918.6457526949,0.5017817762168063,0.0641849179639128,0.0489666350224332,Energy,1
-ett1/15T/long,TSOrchestra,8.502633824360304,8.502633824360304,1.5161477340920249,0.976190896208976,0.7991965710447076,0.3726871487766647,7.01577678909811,2.915927609588466,0.5557786854894926,0.2889792571978366,0.226670370262314,Energy,7
-ett1/15T/medium,TSOrchestra,8.860969280152908,8.860969280152908,1.5245030898220766,0.9638912242370012,0.774010885155166,0.3685173150450723,6.703608262125902,2.9767380267925674,0.5673692111344462,0.2905717962612809,0.225127574410428,Energy,7
-ett1/15T/short,TSOrchestra,4.5548065395560124,4.5548065395560124,1.0433138558969484,0.6627107203847414,0.481375563789342,0.2320841333667981,4.493944557858422,2.134199273628405,0.4034524990949027,0.1972297468672331,0.1528031943911897,Energy,7
-ett1/D/short,TSOrchestra,37569.48047298358,37569.48047298358,132.11503651198552,1.6687915589731777,1.140941643460078,0.48506038639743,10.852955982873452,193.82848209946744,0.5090969375906879,0.3470045256992627,0.2662914729773892,Energy,7
-ett1/H/long,TSOrchestra,140.7263311186074,140.7263311186074,6.963460643578585,1.3710534517725228,3460590802211.142,0.4735984831347956,14.704805596657438,11.862812951345369,0.5680844191708649,0.3334650484123063,0.2715791310055458,Energy,7
-ett1/H/medium,TSOrchestra,130.7154885645762,130.7154885645762,6.587860508131094,1.227015679073317,3327017308791.1543,0.4360795951628884,7.9559802390765935,11.433087446730047,0.5476177866601692,0.3155429018712262,0.2441497526406543,Energy,7
-ett1/H/short,TSOrchestra,91.83944910140734,91.83944910140734,4.744725942498384,0.7911264709577285,0.446807239111667,0.2505594145897483,5.486726935723474,9.583290097946913,0.447291355734865,0.2214557712142258,0.1704711432819546,Energy,7
-ett1/W/short,TSOrchestra,988239.5510698168,988239.5510698168,803.9342057586836,1.4413842667935195,0.6480276113750326,0.5068042283259001,8.008444048002799,994.1023846012124,0.3955770658189554,0.3199046085711649,0.2382186069678824,Energy,7
-ett2/15T/long,TSOrchestra,10.906570528816651,10.906570528816651,2.084904515936629,0.8651548992265667,0.1318447875485323,0.1592655139626665,6.938325731175051,3.3025097318276977,0.175996721585242,0.1111083356051278,0.0898259725801528,Energy,7
-ett2/15T/medium,TSOrchestra,11.085153001526876,11.085153001526876,2.0581154721893364,0.8479812392777987,0.1274211848919623,0.154523168562836,6.437763615212594,3.3294373400811845,0.1774317425715761,0.1096806989721488,0.0874697726212914,Energy,7
-ett2/15T/short,TSOrchestra,7.166351966570083,7.166351966570083,1.6654006014047462,0.7318496047955346,0.107077319205867,0.1263417749101006,5.353688242263978,2.6770042896062165,0.1270869169522746,0.0790624911378557,0.0633022745111527,Energy,7
-ett2/D/short,TSOrchestra,103787.35028606544,103787.35028606544,192.05004761541545,1.2717858005834717,0.4316229733444652,0.1317618389735265,12.512040230608996,322.1604418392572,0.1843809207811547,0.1099153093198916,0.0917119274639686,Energy,7
-ett2/H/long,TSOrchestra,222.8343717645239,222.8343717645239,9.062079041029108,0.9938115170679755,0.1718489760886219,0.1683400547663302,7.617442290544013,14.92763784945642,0.2044225111897064,0.1240981977757609,0.1013221653223104,Energy,7
-ett2/H/medium,TSOrchestra,222.28786093118632,222.28786093118632,9.266008274044712,1.0165991915547234,0.170351161744908,0.1684797752755465,7.214586118297748,14.90932127667743,0.2009126920289612,0.1248654202396949,0.1009739051872204,Energy,7
-ett2/H/short,TSOrchestra,104.38881570829506,104.38881570829506,6.253949926677166,0.7201984297442577,0.117663488550283,0.1076956236348013,4.968535065650653,10.21708450137783,0.1295810595275857,0.0793174860814754,0.0626647022353241,Energy,7
-ett2/W/short,TSOrchestra,3076388.739422191,3076388.739422191,1213.5099072356493,0.8074475839845398,0.1234139578241071,0.1303552044806999,8.901796228590152,1753.963722379169,0.1471306664048768,0.1017948769763117,0.0858445831893209,Energy,7
-hierarchical_sales/D/short,TSOrchestra,28.65776778607616,28.65776778607616,2.265505375458588,0.7349741957235518,0.5880808038151779,1.045506768438966,7.392867962591191,5.353295040073558,1.6423316341282623,0.6950319602321303,0.5649973387605687,Sales,1
-hierarchical_sales/W/short,TSOrchestra,454.05375215562304,454.05375215562304,8.772305450994908,0.7118111813530944,0.5232868112779785,0.4509312343472947,6.567601707612059,21.30853707216014,0.9782853597635984,0.4027408341089252,0.339992227803521,Sales,1
-hospital/M/short,TSOrchestra,2706.16266386736,2706.16266386736,17.678560827944356,0.7541515116233255,0.1895319242814566,0.1716049021878072,5.026695844999406,52.02079068860218,0.1888475501643325,0.0641772810177586,0.0502628852966397,Healthcare,1
-jena_weather/10T/long,TSOrchestra,1367.360743898416,1367.360743898416,9.45679984689938,0.6153420083676869,0.7024373442857476,0.6377755775446029,6.489222050013878,36.97784125524929,0.2262737512855751,0.0578677798345248,0.0486184534884789,Nature,21
-jena_weather/10T/medium,TSOrchestra,1402.0967004107497,1402.0967004107497,9.394945191622392,0.5926309300085866,0.6735300246304835,0.6495793938205904,5.629035784012749,37.444581723004326,0.229796757906691,0.057656618031322,0.0473077385012322,Nature,21
-jena_weather/10T/short,TSOrchestra,739.1265559557013,739.1265559557013,5.161388450222621,0.2793659524053724,0.3073376639876402,0.5408502639199575,2.4553468493107378,27.18688205653052,0.168864611471903,0.0320586911544367,0.0263968800056602,Nature,21
-jena_weather/D/short,TSOrchestra,362.93796922783406,362.93796922783406,9.35951137643174,0.974992120156175,0.6574550435042238,0.4332717556650878,6.230684154227491,19.050930928115665,0.1147177414900727,0.056359555898148,0.0441735332577431,Nature,21
-jena_weather/H/long,TSOrchestra,1170.0082255172315,1170.0082255172315,10.839875044363598,0.9462749258591938,2.1461700209261743,0.6544612236331708,6.936597416467992,34.20538299036033,0.2059543026238902,0.0652680575429071,0.0533239308989769,Nature,21
-jena_weather/H/medium,TSOrchestra,1117.7973908341417,1117.7973908341417,9.723950432775448,0.7873854779750674,2.3337507789491787,0.6946030390635268,7.106695110211534,33.43347709757604,0.204585375890694,0.0595025772708538,0.0480816857441824,Nature,21
-jena_weather/H/short,TSOrchestra,1084.9853786030358,1084.9853786030358,8.118496665118306,0.5083193095039987,1.206190023424702,0.5995148878949694,4.770251172818076,32.93911623894964,0.2019146620296428,0.0497658619142848,0.0408853515209117,Nature,21
-kdd_cup_2018/D/short,TSOrchestra,2953.077362197069,2953.077362197069,21.33902991058219,1.202172615033467,0.5135663260563103,0.4691432782438243,9.127078098569628,54.34222448701441,1.2173235499948267,0.4780169359905948,0.377505783346053,Nature,1
-kdd_cup_2018/H/long,TSOrchestra,3275.874733963697,3275.874733963697,18.46223006263726,0.774968644478529,0.7656532408243212,0.4689899116524367,11.045545046759432,57.23525778716906,1.3429704004717906,0.4331985118861584,0.3745503545715841,Nature,1
-kdd_cup_2018/H/medium,TSOrchestra,4450.612928924193,4450.612928924193,20.745775276851752,0.8403193290410146,0.8261441694976048,0.4637410615853204,11.697989131162313,66.71291425896632,1.39642210613223,0.4342466451546699,0.3763040845198839,Nature,1
-kdd_cup_2018/H/short,TSOrchestra,4077.067684649612,4077.067684649612,19.26172007828463,0.7971889638336594,0.753076205784193,0.4363784779510665,10.0519207872656,63.85191997622007,1.336536318644231,0.4031826835242207,0.3422814404886714,Nature,1
-loop_seattle/5T/long,TSOrchestra,81.07792364278055,81.07792364278055,5.353183931156703,0.8458632953061199,0.1758420895701546,0.121759381943452,6.457416198122687,9.004328050597698,0.1591983622289088,0.0946453871695278,0.0754862299023081,Transport,1
-loop_seattle/5T/medium,TSOrchestra,69.20785084230609,69.20785084230609,4.983048998001908,0.789722063291649,0.1695798905736172,0.1148399485001279,6.007284404063621,8.319125605633449,0.1480143409997241,0.088658682242895,0.0706484759419623,Transport,1
-loop_seattle/5T/short,TSOrchestra,35.65603957574113,35.65603957574113,3.306925597541728,0.5249706771670014,0.0886532083452657,0.0703297138890953,3.825523897514137,5.971267836543688,0.1023940606278516,0.0567064732977171,0.0448415636615264,Transport,1
-loop_seattle/D/short,TSOrchestra,17.78847961778851,17.78847961778851,2.868630194344143,0.8666274564465737,0.0532445132105997,0.0529421592515609,7.46955266060555,4.217639104734841,0.0753748494531603,0.0512662567057342,0.0418462594222781,Transport,1
-loop_seattle/H/long,TSOrchestra,60.397729392177006,60.397729392177006,4.1308797888078255,0.8637564806537221,0.120570596747324,0.0960153093584247,7.021677704982859,7.771597608740239,0.1388888566262963,0.073824353705981,0.0593585520464996,Transport,1
-loop_seattle/H/medium,TSOrchestra,68.77586023545186,68.77586023545186,4.416765022250802,0.904308069768835,0.1141777829202182,0.1009677872438146,7.78115746562433,8.293121260143966,0.1465799859398595,0.0780658252246449,0.0633245862968145,Transport,1
-loop_seattle/H/short,TSOrchestra,54.396354279882914,54.396354279882914,3.925675857916711,0.7992886529897059,0.1079996064118218,0.0902608355895633,7.281595697164838,7.375388415526528,0.1305518760669905,0.0694884552795897,0.0565810136355457,Transport,1
-m4_daily/D/short,TSOrchestra,355769.9125231597,355769.9125231597,177.8378660012413,3.2995769295718285,0.0375017495135556,0.0300147756021593,25.265304478579505,596.4645106988007,0.092137282851309,0.0274710355226881,0.0217718154112364,Econ/Fin,1
-m4_hourly/H/short,TSOrchestra,726819.9045574181,726819.9045574181,178.32164641081673,0.7074862280789587,0.0883624922179717,0.0809819844857741,5.900785848904817,852.537333233811,0.1163901638019081,0.0243448407783554,0.0199296247181108,Econ/Fin,1
-m4_monthly/M/short,TSOrchestra,1749042.3080492043,1749042.3080492043,535.1451673220623,0.8961719320900801,0.1524581577563677,0.1261345748885239,7.354080723349466,1322.5136324625182,0.2748637339024646,0.1112215369728296,0.0885745615599206,Econ/Fin,1
-m4_quarterly/Q/short,TSOrchestra,1707804.6020043525,1707804.6020043525,542.4916205866759,1.1396343937326596,0.1116825226735565,0.0983383682341368,8.702626299105429,1306.8299820574796,0.2187403260868371,0.0908035441608706,0.0724809874402638,Econ/Fin,1
-m4_weekly/W/short,TSOrchestra,241002.26398020607,241002.26398020607,253.16184762994305,1.9938194071484856,0.0616214474290862,0.0617122597179351,15.44891938542444,490.9198142061553,0.0894379821975302,0.0461221653031759,0.0365298513281534,Econ/Fin,1
-m4_yearly/A/short,TSOrchestra,3151355.892402279,3151355.892402279,813.2221025838802,2.986572287394955,0.1598681398135171,0.1342118129960987,28.66207364037356,1775.205873244644,0.2846624907953738,0.1304039338650136,0.1062224423074585,Econ/Fin,1
-m_dense/D/short,TSOrchestra,7548.7553040676385,7548.7553040676385,42.69386288590373,0.6429433015570036,0.1179432079702561,0.0933417835748855,6.687918340805185,86.88357326944858,0.1504083170934098,0.0739093919050818,0.0607345720647658,Transport,1
-m_dense/H/long,TSOrchestra,34985.15343176641,34985.15343176641,77.89172533611324,0.6790073261674846,0.2522616732973491,0.185693611915911,7.532192214566241,187.04318600731327,0.3237994049893685,0.1348420910475864,0.1111252189576625,Transport,1
-m_dense/H/medium,TSOrchestra,36329.79374944451,36329.79374944451,77.57854876331007,0.6742254783039038,0.2519448018188089,0.1850931518699299,8.126874894745093,190.6037611104369,0.3316264641055353,0.1349768738399078,0.1122078029594581,Transport,1
-m_dense/H/short,TSOrchestra,39662.86872111388,39662.86872111388,83.56477975406979,0.7532844146222547,0.280121403604371,0.2008755310818401,8.294578081854437,199.15538838081653,0.3532520326456076,0.1482230962752655,0.122603551063729,Transport,1
-restaurant/D/short,TSOrchestra,140.48485044511008,140.48485044511008,7.13922832449558,0.684479889695842,0.6768524620460686,0.3932912037246885,4.577511586636783,11.852630528499152,0.5454855191905386,0.3285638289191145,0.2572937243254204,Sales,1
-saugeen/D/short,TSOrchestra,1031.5953004531996,1031.5953004531996,11.882222943054549,2.6395981842409126,0.2664095796671774,0.3054031075792974,33.40782447889774,32.118457317455324,1.0403244852300488,0.3848680322483577,0.327738521328172,Nature,1
-saugeen/M/short,TSOrchestra,389.6522757522033,389.6522757522033,12.207400111764892,0.7153084955641655,0.3513048780828361,0.3559474479143182,4.770257872657849,19.739611844010597,0.5926423658380924,0.3665027732125175,0.2962968771743757,Nature,1
-saugeen/W/short,TSOrchestra,961.1118058881008,961.1118058881008,13.70013012942934,1.1115333220824897,0.3274210235727913,0.3609286873665441,14.21381846527961,31.00180326832781,0.9358152104391,0.4135498199620214,0.3473861588667375,Nature,1
-solar/10T/long,TSOrchestra,19.072231600715256,19.072231600715256,1.8093557002054788,0.7916271357300975,3.4959613872903046,1.44177916095407,4.106746328483359,4.367176616615735,0.943895360544706,0.3910632889224734,0.2905986800765083,Energy,1
-solar/10T/medium,TSOrchestra,19.535292751274547,19.535292751274547,1.8072338506785437,0.7900439667520253,3.620970226575423,1.4419782381757824,3.816507424704341,4.419874743844507,0.98078775847163,0.4010323686004028,0.2923231318893934,Energy,1
-solar/10T/short,TSOrchestra,14.463628095042484,14.463628095042484,1.482361704635389,0.6394082291592021,3.716553025687052,1.4859320327416938,3.982135579119115,3.803107689119845,1.1063236149139792,0.4312188593486321,0.3389465800320743,Energy,1
-solar/D/short,TSOrchestra,133473.64041520184,133473.64041520184,260.58363875435936,1.0164320421404245,1.1052705892765504,0.4358911023848787,4.540491904320637,365.3404445379704,0.5277925058033948,0.3764546020724946,0.2896335207708216,Energy,1
-solar/H/long,TSOrchestra,426.4887757339958,426.4887757339958,9.871971538197608,0.7500968224650443,4.282089187441105,1.3846369417451954,11.092614813677418,20.651604676973548,0.7160287706306995,0.3422792443861936,0.2929021733813005,Energy,1
-solar/H/medium,TSOrchestra,497.5666838768608,497.5666838768608,9.947122012658488,0.7585741798236169,3.6942675550517095,1.38777713077112,10.48299425502282,22.30620281170376,0.8035214882097256,0.3583185515923577,0.3032320000904033,Energy,1
-solar/H/short,TSOrchestra,553.2711290515517,553.2711290515517,9.95519717385518,0.7660174647846357,3.865679342716398,1.3897744900019104,8.411912566209931,23.521716116209543,0.8670182790858169,0.3669518788081871,0.3044867747827744,Energy,1
-solar/W/short,TSOrchestra,2571144.1325249397,2571144.1325249397,1291.993283860178,1.4181205261558905,0.2983187174601605,0.2466952103205555,5.537384610858478,1603.478759611408,0.3273101037841726,0.2637281306621184,0.2040665171403055,Energy,1
-sz_taxi/15T/long,TSOrchestra,15.587735303782,15.587735303782,2.6836383556071346,0.5067955601925199,7216114656101.197,0.3968168822719398,4.432063735938127,3.948130608754224,0.3654319362733322,0.2483927857838366,0.1998557901179174,Transport,1
-sz_taxi/15T/medium,TSOrchestra,16.26002945798758,16.26002945798758,2.7432885595225813,0.5350636625429297,10332014578591.74,0.4030856644124362,3.904442534581739,4.032372683419475,0.3752795845549752,0.2553087900741924,0.2020753575205816,Transport,1
-sz_taxi/15T/short,TSOrchestra,16.541380207629896,16.541380207629896,2.712826763495046,0.5412170713721057,1082673018134.4116,0.3921787787532371,3.815450876333277,4.067109564251976,0.3802921385647101,0.2536609046662987,0.1993444355970598,Transport,1
-sz_taxi/H/short,TSOrchestra,7.136339174596171,7.136339174596171,1.8362879284534213,0.5593445069328163,1.1252976721344528,0.2946877097387816,3.905490143798744,2.671392740612314,0.2488567186528636,0.1710615520621799,0.1346363397583088,Transport,1
-temperature_rain/D/short,TSOrchestra,175.18378758790365,175.18378758790365,5.675767891769761,1.3320718770543332,26.80574575856789,1.4788610109750635,20.770954382906584,13.235701250326846,1.5581919826394912,0.6681879453920052,0.5518110006380146,Nature,1
-us_births/D/short,TSOrchestra,136185.5533306498,136185.5533306498,221.81999999492183,0.3265413928981386,0.0212334882443231,0.0212017632881967,2.5705498539357,369.0332685960032,0.0345938743986226,0.0207938250340444,0.0165232988682387,Healthcare,1
-us_births/M/short,TSOrchestra,34401604.522149734,34401604.522149734,4815.480266309441,0.5434104346508024,0.0148486078210598,0.0149988336728121,4.027955583018929,5865.288102229057,0.0182175448564943,0.0149568488756274,0.0114364322610615,Healthcare,1
-us_births/W/short,TSOrchestra,1613257.4669588804,1613257.4669588804,981.7236995497444,0.8930040082350467,0.0133385143121964,0.0133650082345211,5.278024559486367,1270.1407272262709,0.0172420358291771,0.0133268029590342,0.0103840207472239,Healthcare,1

results/TSOrchestra/config.json

@@ -1,10 +0,0 @@
-{
-    "model": "TSOrchestra",
-    "model_type": "agentic",
-    "model_dtype": "float32",
-    "model_link": "https://github.com/DC-research/TSorchestra",
-    "code_link": "https://github.com/DC-research/TSorchestra/blob/main/cli/eval.sh",
-    "org": "Melady Lab @ USC",
-    "testdata_leakage": "No",
-    "replication_code_available": "No"
-}

results/TTM-R1-Pretrained/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
-m4_yearly/A/short,TTM-R1-Pretrained,4839935.5,4839935.5,1196.179443359375,5.112272262573242,0.232824757695198,0.2032455503940582,204.4908905029297,2199.9853515625,0.3527778387069702,0.1918129175901413,0.1918129175901413,Econ/Fin,1.0
-m4_quarterly/Q/short,TTM-R1-Pretrained,2172303.25,2172303.25,762.6624145507812,1.9847232103347776,0.1766680777072906,0.1416244357824325,79.38892364501953,1473.87353515625,0.2467004805803299,0.1276562511920929,0.1276562511920929,Econ/Fin,1.0
-m4_monthly/M/short,TTM-R1-Pretrained,2287464.25,2287464.25,733.611572265625,1.4358307123184204,0.2279524058103561,0.1735519915819168,57.4332275390625,1512.4365234375,0.3143362402915954,0.152469664812088,0.152469664812088,Econ/Fin,1.0
-m4_weekly/W/short,TTM-R1-Pretrained,422039.78125,422039.78125,342.1238708496094,2.8267741203308105,0.0932142734527587,0.0928001403808593,113.07096099853516,649.6458740234375,0.1183554157614708,0.0623296685516834,0.0623296722769737,Econ/Fin,1.0
-m4_daily/D/short,TTM-R1-Pretrained,411048.875,411048.875,216.05897521972656,4.402057647705078,0.0544536747038364,0.040205355733633,176.08229064941406,641.1309204101562,0.0990370139479637,0.0333751402795314,0.0333751402795314,Econ/Fin,1.0
-m4_hourly/H/short,TTM-R1-Pretrained,1733123.125,1733123.125,274.3367919921875,2.284323215484619,0.1546705365180969,0.1287814080715179,91.3729248046875,1316.4813232421875,0.1797287613153457,0.0374530255794525,0.0374530255794525,Econ/Fin,1.0
-electricity/15T/short,TTM-R1-Pretrained,257502.15625,257502.15625,88.42657470703125,1.5933691263198853,0.2426293641328811,0.2388309836387634,63.73476409912109,507.44671630859375,1.0002775192260742,0.1743062138557434,0.1743062138557434,Energy,1.0
-electricity/H/short,TTM-R1-Pretrained,1847637.375,1847637.375,209.80812072753903,1.1588753461837769,0.2957945764064789,0.1582918018102646,46.35501480102539,1359.2783203125,0.6416764259338379,0.099044419825077,0.099044419825077,Energy,1.0
-electricity/D/short,TTM-R1-Pretrained,2313620736.0,2313620736.0,5347.56494140625,1.626549243927002,0.6676267981529236,0.1234149485826492,65.06197357177734,48100.11328125,0.7904446125030518,0.0878782495856285,0.0878782570362091,Energy,1.0
-electricity/W/short,TTM-R1-Pretrained,401613684736.0,401613684736.0,71897.9140625,2.820096492767334,0.3193942010402679,0.1503859013319015,112.8038558959961,633729.9375,1.44596266746521,0.1640473157167434,0.1640473008155822,Energy,1.0
-solar/10T/short,TTM-R1-Pretrained,24.345251083374023,24.345251083374023,2.662130355834961,1.1646230220794678,5.660563945770264,1.5489561557769775,46.584922790527344,4.934090614318848,1.4353264570236206,0.7744134068489075,0.7744134068489075,Energy,1.0
-solar/H/short,TTM-R1-Pretrained,620.20068359375,620.20068359375,12.117817878723145,0.9356493949890136,4.952815055847168,1.4163239002227783,37.42597579956055,24.903827667236328,0.9179633855819702,0.446666806936264,0.446666806936264,Energy,1.0
-solar/D/short,TTM-R1-Pretrained,118481.9609375,118481.9609375,253.32144165039065,0.9883174300193788,1.0210517644882202,0.4342885315418243,39.53269577026367,344.21209716796875,0.4972692430019378,0.3659631907939911,0.3659631907939911,Energy,1.0
-solar/W/short,TTM-R1-Pretrained,7674999.5,7674999.5,2448.83447265625,2.70544981956482,0.5475783348083496,0.4141778945922851,108.2179946899414,2770.37890625,0.5655035972595215,0.4998683333396911,0.4998683035373688,Energy,1.0
-hospital/M/short,TTM-R1-Pretrained,12836.142578125,12836.142578125,32.64528274536133,0.9913527369499208,0.2491465359926223,0.203258529305458,39.654109954833984,113.29669952392578,0.4112933278083801,0.1185099557042121,0.1185099706053733,Healthcare,1.0
-covid_deaths/D/short,TTM-R1-Pretrained,1131897.75,1131897.75,222.81866455078125,44.56435394287109,0.1296754330396652,0.4075009226799011,1782.57421875,1063.9068603515625,0.4003001153469085,0.0838366076350212,0.0838366150856018,Healthcare,1.0
-us_births/D/short,TTM-R1-Pretrained,1401044.5,1401044.5,1088.5601806640625,1.6032034158706665,0.1065103560686111,0.1045429110527038,64.12813568115234,1183.6572265625,0.1109582632780075,0.1020436882972717,0.1020436808466911,Healthcare,1.0
-us_births/M/short,TTM-R1-Pretrained,368808928.0,368808928.0,14531.2119140625,1.643504619598389,0.0464245378971099,0.0449309945106506,65.74018096923828,19204.3984375,0.0596487298607826,0.0451338477432727,0.0451338477432727,Healthcare,1.0
-us_births/W/short,TTM-R1-Pretrained,6060797.0,6060797.0,1816.890869140625,1.6510907411575315,0.0242670644074678,0.0244892444461584,66.04362487792969,2461.86865234375,0.0334196239709854,0.0246641151607036,0.0246641170233488,Healthcare,1.0
-saugeen/D/short,TTM-R1-Pretrained,1217.6488037109375,1217.6488037109375,18.195556640625,4.038330078125,0.736946702003479,0.5322720408439636,161.533203125,34.89482498168945,1.1302517652511597,0.589358389377594,0.589358389377594,Nature,1.0
-saugeen/M/short,TTM-R1-Pretrained,403.4919128417969,403.4919128417969,12.90295696258545,0.7559629678726196,0.430253803730011,0.3774499595165252,30.2385196685791,20.087108612060547,0.6030752658843994,0.3873854875564575,0.3873854577541351,Nature,1.0
-saugeen/W/short,TTM-R1-Pretrained,1417.9427490234375,1417.9427490234375,22.10640335083008,1.7919658422470093,0.9105833172798156,0.621161162853241,71.67863464355469,37.65558242797852,1.1366649866104126,0.6673001646995544,0.6673002243041992,Nature,1.0
-temperature_rain/D/short,TTM-R1-Pretrained,164.8345947265625,164.8345947265625,6.6282057762146,1.636677384376526,95.407470703125,1.397904634475708,65.46709442138672,12.838791847229004,1.511465311050415,0.7803150415420532,0.7803150415420532,Nature,1.0
-kdd_cup_2018/H/short,TTM-R1-Pretrained,4423.197265625,4423.197265625,24.123720169067383,0.9970476627349854,1.096936583518982,0.5092742443084717,39.88190841674805,66.50711822509766,1.392114520072937,0.504953145980835,0.504953145980835,Nature,1.0
-kdd_cup_2018/D/short,TTM-R1-Pretrained,2660.199462890625,2660.199462890625,20.4514102935791,1.1857279539108276,0.5912871360778809,0.4502138793468475,47.42911911010742,51.57712173461914,1.15538227558136,0.4581333100795746,0.4581332802772522,Nature,1.0
-car_parts/M/short,TTM-R1-Pretrained,1.949265718460083,1.949265718460083,0.7429021596908569,1.3475180864334106,0.5989811420440674,1.742508053779602,53.900726318359375,1.3961610794067385,3.347851037979126,1.7814031839370728,1.7814030647277832,Sales,1.0
-restaurant/D/short,TTM-R1-Pretrained,189.1906890869141,189.1906890869141,8.840666770935059,0.8296910524368286,0.9069666266441344,0.4570354223251343,33.18764114379883,13.754660606384276,0.633021354675293,0.4068679809570312,0.4068679809570312,Sales,1.0
-hierarchical_sales/D/short,TTM-R1-Pretrained,28.03666305541992,28.03666305541992,2.56404709815979,0.8271127343177795,0.8048070073127747,0.9882603287696838,33.084510803222656,5.294965744018555,1.624436855316162,0.7866212129592896,0.7866212129592896,Sales,1.0
-hierarchical_sales/W/short,TTM-R1-Pretrained,564.8724365234375,564.8724365234375,12.2916898727417,0.9056759476661682,1.0096296072006226,0.5597119331359863,36.22703552246094,23.76704406738281,1.0911566019058228,0.564317524433136,0.564317524433136,Sales,1.0
-loop_seattle/5T/short,TTM-R1-Pretrained,82.84699249267578,82.84699249267578,5.735431671142578,0.8927099704742432,0.1390590518712997,0.117562897503376,35.708396911621094,9.102032661437988,0.1560797691345214,0.0983499959111213,0.0983499959111213,Transport,1.0
-loop_seattle/H/short,TTM-R1-Pretrained,78.17028045654297,78.17028045654297,5.784073352813721,1.1600669622421265,0.1653453558683395,0.1292116194963455,46.402679443359375,8.841395378112793,0.1565016955137252,0.102383978664875,0.102383978664875,Transport,1.0
-loop_seattle/D/short,TTM-R1-Pretrained,39.735931396484375,39.735931396484375,5.312212944030762,1.637539029121399,0.100871056318283,0.0958108827471733,65.50155639648438,6.303644180297852,0.1126545518636703,0.0949363484978675,0.0949363484978675,Transport,1.0
-sz_taxi/15T/short,TTM-R1-Pretrained,18.08315086364746,18.08315086364746,2.9162304401397705,0.5838834047317505,1241597870080.0,0.4137653708457947,23.355337142944336,4.252429008483887,0.397620290517807,0.2726800143718719,0.2726800143718719,Transport,1.0
-sz_taxi/H/short,TTM-R1-Pretrained,7.639774799346924,7.639774799346924,1.977967381477356,0.6016649603843689,1.2737908363342283,0.3176651895046234,24.06659889221192,2.76401424407959,0.2574849724769592,0.1842598617076873,0.1842598617076873,Transport,1.0
-m_dense/H/short,TTM-R1-Pretrained,61866.4765625,61866.4765625,125.69860076904295,1.0748567581176758,0.4138478338718414,0.2934266030788421,42.99427032470703,248.729721069336,0.4411845505237579,0.2229579836130142,0.2229579985141754,Transport,1.0
-m_dense/D/short,TTM-R1-Pretrained,18425.615234375,18425.615234375,86.44058990478516,1.195383071899414,0.2065937370061874,0.1755319833755493,47.81532287597656,135.74098205566406,0.2349877208471298,0.1496414542198181,0.1496414393186569,Transport,1.0
-ett1/15T/short,TTM-R1-Pretrained,7.1254191398620605,7.1254191398620605,1.507292866706848,0.929407835006714,0.4586927890777588,0.3414961099624634,37.17631530761719,2.6693480014801025,0.5046178698539734,0.2849410772323608,0.2849410772323608,Energy,7.0
-ett1/H/short,TTM-R1-Pretrained,106.6740493774414,106.6740493774414,5.530933856964111,0.9026903510093688,0.49075448513031,0.2867715656757355,36.10761260986328,10.328312873840332,0.4820646345615387,0.2581512928009033,0.2581512928009033,Energy,7.0
-ett1/D/short,TTM-R1-Pretrained,56256.45703125,56256.45703125,158.85206604003906,1.9342973232269287,1.07516610622406,0.5437031984329224,77.37189483642578,237.18443298339844,0.6229727864265442,0.4172302186489105,0.4172302186489105,Energy,7.0
-ett1/W/short,TTM-R1-Pretrained,1469617.875,1469617.875,879.71875,1.447729229927063,0.7957108616828918,0.4806247055530548,57.9091682434082,1212.2779541015625,0.4823943376541137,0.3500610888004303,0.3500610888004303,Energy,7.0
-ett2/15T/short,TTM-R1-Pretrained,9.67288589477539,9.67288589477539,2.0208580493927,0.8757458925247192,0.122892290353775,0.1461191624403,35.02983856201172,3.110126256942749,0.1476487666368484,0.0959373190999031,0.0959373190999031,Energy,7.0
-ett2/H/short,TTM-R1-Pretrained,120.1141357421875,120.1141357421875,6.845362663269043,0.7833001017570496,0.1272993832826614,0.1162665784358978,31.332002639770508,10.959659576416016,0.1389989703893661,0.0868182405829429,0.0868182480335235,Energy,7.0
-ett2/D/short,TTM-R1-Pretrained,116203.3046875,116203.3046875,213.6118621826172,1.5472772121429443,0.4215363562107086,0.1568193733692169,61.891090393066406,340.88604736328125,0.1950980871915817,0.1222556978464126,0.1222556978464126,Energy,7.0
-ett2/W/short,TTM-R1-Pretrained,8909286.0,8909286.0,2076.41357421875,1.2180850505828855,0.2469210624694824,0.2033569812774658,48.72340393066406,2984.8427734375,0.2503825426101684,0.1741792559623718,0.1741792559623718,Energy,7.0
-jena_weather/10T/short,TTM-R1-Pretrained,782.1746826171875,782.1746826171875,7.494993209838867,0.3400033116340637,0.4026773571968078,0.5611201524734497,13.60013198852539,27.96738624572754,0.1737125217914581,0.0465533025562763,0.046553298830986,Nature,21.0
-jena_weather/H/short,TTM-R1-Pretrained,1094.249755859375,1094.249755859375,9.976097106933594,0.5863804817199707,1.7231212854385376,0.6161960363388062,23.455219268798828,33.079444885253906,0.2027748823165893,0.0611528344452381,0.0611528381705284,Nature,21.0
-jena_weather/D/short,TTM-R1-Pretrained,718.0636596679688,718.0636596679688,15.289955139160156,2.276055097579956,1.530358076095581,0.4862256646156311,91.04220581054688,26.796709060668945,0.1613599956035614,0.0920705199241638,0.0920705199241638,Nature,21.0
-bitbrains_fast_storage/5T/short,TTM-R1-Pretrained,1628531.125,1628531.125,187.12472534179688,1.171704649925232,2.403828859329224,0.7738839983940125,46.86818313598633,1276.13916015625,4.00676155090332,0.5875253677368164,0.5875253677368164,Web/CloudOps,2.0
-bitbrains_fast_storage/H/short,TTM-R1-Pretrained,2192248.25,2192248.25,295.1697998046875,1.3008264303207395,4.625766277313232,0.6319354772567749,52.03305816650391,1480.624267578125,4.220260143280029,0.8413297533988953,0.8413297533988953,Web/CloudOps,2.0
-bitbrains_rnd/5T/short,TTM-R1-Pretrained,1510926.75,1510926.75,147.6888885498047,2.705741167068481,1.7197303771972656,0.7114022970199585,108.22964477539062,1229.1976318359375,5.029521465301514,0.604300320148468,0.604300320148468,Web/CloudOps,2.0
-bitbrains_rnd/H/short,TTM-R1-Pretrained,1933281.5,1933281.5,244.4737243652344,5.975783824920654,5.3333740234375,0.6560726165771484,239.0313415527344,1390.4249267578125,6.085179805755615,1.0699366331100464,1.0699366331100464,Web/CloudOps,2.0
-bizitobs_application/10S/short,TTM-R1-Pretrained,6637856.5,6637856.5,1252.2286376953125,4.147694110870361,0.059621375054121,0.0600129775702953,165.9077606201172,2576.40380859375,0.0993615984916687,0.0482934527099132,0.0482934489846229,Web/CloudOps,2.0
-bizitobs_service/10S/short,TTM-R1-Pretrained,27536.26171875,27536.26171875,59.36934661865234,2.4597558975219727,0.4024703204631805,0.1219735294580459,98.3902359008789,165.94053649902344,0.1229340583086013,0.0439827106893062,0.0439827106893062,Web/CloudOps,2.0
-bizitobs_l2c/5T/short,TTM-R1-Pretrained,23.40999794006348,23.40999794006348,2.9665751457214355,0.308409571647644,0.1606444716453552,0.2220607250928878,12.336382865905762,4.838387966156006,0.1661698222160339,0.1018841937184333,0.1018842011690139,Web/CloudOps,7.0
-bizitobs_l2c/H/short,TTM-R1-Pretrained,205.36241149902344,205.36241149902344,9.765654563903809,0.9571609497070312,1.011512279510498,0.8193023204803467,38.28643798828125,14.33047103881836,0.7724491357803345,0.5263938307762146,0.5263938307762146,Web/CloudOps,7.0
-electricity/15T/medium,TTM-R1-Pretrained,651701.3125,651701.3125,105.96629333496094,1.6732470989227295,0.2470926195383072,0.2312248647212982,66.92987823486328,807.2802124023438,1.3910250663757324,0.1825906038284301,0.1825905889272689,Energy,1.0
-electricity/H/medium,TTM-R1-Pretrained,6365218.5,6365218.5,276.15478515625,1.2359539270401,0.3267567455768585,0.1584555804729461,49.43815612792969,2522.9384765625,0.9847859740257264,0.1077923104166984,0.107792317867279,Energy,1.0
-solar/10T/medium,TTM-R1-Pretrained,26.01571273803711,26.01571273803711,2.7237861156463623,1.1924405097961426,3.2334301471710205,1.5169990062713623,47.6976203918457,5.100560188293457,1.1318345069885254,0.6044189929962158,0.6044189929962158,Energy,1.0
-solar/H/medium,TTM-R1-Pretrained,660.3209228515625,660.3209228515625,12.42536163330078,0.9503023624420166,5.636295795440674,1.412003517150879,38.01209259033203,25.69671058654785,0.925655484199524,0.4475905001163482,0.447590559720993,Energy,1.0
-kdd_cup_2018/H/medium,TTM-R1-Pretrained,4856.63623046875,4856.63623046875,25.49256134033203,1.081132888793945,1.1571370363235474,0.5635550618171692,43.24531936645508,69.68956756591797,1.458728909492493,0.5336055159568787,0.5336055159568787,Nature,1.0
-loop_seattle/5T/medium,TTM-R1-Pretrained,283.7026062011719,283.7026062011719,12.758612632751465,1.9841841459274288,0.320991039276123,0.2810423076152801,79.36736297607422,16.843473434448242,0.2996800243854522,0.2270019352436065,0.2270019352436065,Transport,1.0
-loop_seattle/H/medium,TTM-R1-Pretrained,90.72705841064452,90.72705841064452,6.5600266456604,1.3280991315841677,0.1687787175178527,0.143565759062767,53.12396240234375,9.52507495880127,0.1683546304702758,0.1159477308392524,0.1159477308392524,Transport,1.0
-sz_taxi/15T/medium,TTM-R1-Pretrained,18.11094856262207,18.11094856262207,2.979530096054077,0.5815892219543457,12430919860224.0,0.4278164207935333,23.263568878173828,4.255696296691895,0.3960635662078857,0.2772950232028961,0.2772950232028961,Transport,1.0
-m_dense/H/medium,TTM-R1-Pretrained,56997.91015625,56997.91015625,121.361083984375,1.0112087726593018,0.4383679628372192,0.2912840247154236,40.4483528137207,238.7423553466797,0.415381520986557,0.2111529558897018,0.2111529558897018,Transport,1.0
-ett1/15T/medium,TTM-R1-Pretrained,15.956341743469238,15.956341743469238,2.393866777420044,1.4170336723327637,0.7636879682540894,0.5661241412162781,56.68134689331055,3.994539022445679,0.7613630890846252,0.4562734067440033,0.4562733471393585,Energy,7.0
-ett1/H/medium,TTM-R1-Pretrained,147.88861083984375,147.88861083984375,7.473272800445557,1.3740049600601196,4030999822336.0,0.4816672801971435,54.96020126342773,12.160945892333984,0.5824804902076721,0.3579520583152771,0.3579520285129547,Energy,7.0
-ett2/15T/medium,TTM-R1-Pretrained,15.00575351715088,15.00575351715088,2.521174669265747,1.052714705467224,0.1634148955345153,0.1984668672084808,42.10858917236328,3.873726129531861,0.2064378708600998,0.1343579590320587,0.1343579739332199,Energy,7.0
-ett2/H/medium,TTM-R1-Pretrained,305.8819885253906,305.8819885253906,11.393686294555664,1.2107949256896973,0.1966899782419204,0.2058309763669967,48.43179702758789,17.48948097229004,0.2356820106506347,0.15353724360466,0.15353724360466,Energy,7.0
-jena_weather/10T/medium,TTM-R1-Pretrained,1537.4500732421875,1537.4500732421875,11.29836082458496,0.680471658706665,0.9417414665222168,0.6616309285163879,27.218868255615234,39.210330963134766,0.2406331300735473,0.0693378448486328,0.0693378448486328,Nature,21.0
-jena_weather/H/medium,TTM-R1-Pretrained,1495.2928466796875,1495.2928466796875,12.530884742736816,0.8401451706886292,3.385291337966919,0.6819665431976318,33.60580825805664,38.66901779174805,0.2366225719451904,0.0766787081956863,0.0766787081956863,Nature,21.0
-bitbrains_fast_storage/5T/medium,TTM-R1-Pretrained,2465359.25,2465359.25,268.6639404296875,2.242617607116699,3.788220882415772,0.819374680519104,89.70470428466797,1570.146240234375,4.770537853240967,0.8162752389907837,0.8162752389907837,Web/CloudOps,2.0
-bitbrains_rnd/5T/medium,TTM-R1-Pretrained,2117112.5,2117112.5,198.3486785888672,7.39147138595581,2.527876615524292,0.7744432091712952,295.6588439941406,1455.030029296875,6.122053146362305,0.8345540761947632,0.8345540761947632,Web/CloudOps,2.0
-bizitobs_application/10S/medium,TTM-R1-Pretrained,52785060.0,52785060.0,4526.90380859375,13.303730010986328,0.1894544214010238,0.1915669292211532,532.149169921875,7265.33251953125,0.2852882444858551,0.1777581870555877,0.1777581870555877,Web/CloudOps,2.0
-bizitobs_service/10S/medium,TTM-R1-Pretrained,191248.296875,191248.296875,196.9491271972656,7.098899841308594,1.7195463180541992,0.2512445151805877,283.9559936523437,437.3194274902344,0.3291369080543518,0.1482285559177398,0.1482285559177398,Web/CloudOps,2.0
-bizitobs_l2c/5T/medium,TTM-R1-Pretrained,200.64273071289065,200.64273071289065,10.290497779846191,1.0041199922561646,0.6574810743331909,1.018429160118103,40.164798736572266,14.164841651916504,0.7452789545059204,0.5414315462112427,0.5414315462112427,Web/CloudOps,7.0
-bizitobs_l2c/H/medium,TTM-R1-Pretrained,281.8178405761719,281.8178405761719,13.066701889038086,1.2794169187545776,1.4472025632858276,1.070118427276611,51.17667770385742,16.787431716918945,1.016504406929016,0.7912086248397827,0.7912086844444275,Web/CloudOps,7.0
-electricity/15T/long,TTM-R1-Pretrained,1342790.5,1342790.5,123.45643615722656,1.7905689477920532,0.2591364085674286,0.2366401106119156,71.62275695800781,1158.788330078125,1.8281307220458984,0.1947676688432693,0.1947676688432693,Energy,1.0
-electricity/H/long,TTM-R1-Pretrained,9800309.0,9800309.0,320.5233764648437,1.3680378198623655,0.3523074686527252,0.171502023935318,54.72151565551758,3130.544677734375,1.2346858978271484,0.1264143288135528,0.1264143288135528,Energy,1.0
-solar/10T/long,TTM-R1-Pretrained,27.684722900390625,27.684722900390625,2.788307905197144,1.218901753425598,2.6426501274108887,1.5232243537902832,48.75607299804688,5.261627197265625,1.137216567993164,0.602648138999939,0.602648138999939,Energy,1.0
-solar/H/long,TTM-R1-Pretrained,689.2293701171875,689.2293701171875,13.81916046142578,1.0523871183395386,6.962733268737793,1.4221395254135132,42.095481872558594,26.253177642822266,0.9102455377578736,0.4791354835033417,0.4791354835033417,Energy,1.0
-kdd_cup_2018/H/long,TTM-R1-Pretrained,3769.7626953125,3769.7626953125,23.29082298278809,1.0037591457366943,1.1482057571411133,0.5922478437423706,40.15036392211914,61.39839553833008,1.4406543970108032,0.5464968085289001,0.5464968085289001,Nature,1.0
-loop_seattle/5T/long,TTM-R1-Pretrained,265.4754333496094,265.4754333496094,12.66295337677002,1.972639441490173,0.3322114944458008,0.2708892822265625,78.90557861328125,16.29341697692871,0.288070946931839,0.2238836139440536,0.2238836139440536,Transport,1.0
-loop_seattle/H/long,TTM-R1-Pretrained,78.83251953125,78.83251953125,5.85994291305542,1.2037372589111328,0.184073269367218,0.1325975954532623,48.14948654174805,8.878767967224121,0.1586754769086837,0.1047250255942344,0.1047250181436538,Transport,1.0
-sz_taxi/15T/long,TTM-R1-Pretrained,16.81537437438965,16.81537437438965,2.87433123588562,0.5435872673988342,8260150624256.0,0.4148517251014709,21.74349021911621,4.10065507888794,0.3795493543148041,0.2660429775714874,0.2660429775714874,Transport,1.0
-m_dense/H/long,TTM-R1-Pretrained,60970.38671875,60970.38671875,126.48969268798828,1.0458335876464844,0.45860356092453,0.2954391837120056,41.833343505859375,246.9218292236328,0.4274581670761108,0.2189723551273346,0.2189723551273346,Transport,1.0
-ett1/15T/long,TTM-R1-Pretrained,16.58780860900879,16.58780860900879,2.484389305114746,1.488469123840332,0.8089041709899902,0.5957595705986023,59.53876495361328,4.072813510894775,0.7762822508811951,0.4735270738601684,0.4735270738601684,Energy,7.0
-ett1/H/long,TTM-R1-Pretrained,149.5264892578125,149.5264892578125,7.462743759155273,1.3938250541687012,2593034338304.0,0.4885442852973938,55.75300216674805,12.228102684020996,0.5855773687362671,0.3573746383190155,0.3573746681213379,Energy,7.0
-ett2/15T/long,TTM-R1-Pretrained,15.252047538757324,15.252047538757324,2.600973129272461,1.0827611684799194,0.167321115732193,0.2018365561962127,43.31044769287109,3.905386924743652,0.2081251442432403,0.1386105716228485,0.1386105567216873,Energy,7.0
-ett2/H/long,TTM-R1-Pretrained,288.520751953125,288.520751953125,11.162341117858888,1.2191311120986938,0.208345890045166,0.214778259396553,48.76524353027344,16.985898971557617,0.2326088100671768,0.1528596729040146,0.1528596729040146,Energy,7.0
-jena_weather/10T/long,TTM-R1-Pretrained,1562.930419921875,1562.930419921875,11.357297897338867,0.6737896203994751,0.8498238921165466,0.6583142876625061,26.95158576965332,39.53391647338867,0.2419148087501526,0.069497250020504,0.0694972574710846,Nature,21.0
-jena_weather/H/long,TTM-R1-Pretrained,1302.5177001953125,1302.5177001953125,14.308568954467772,1.0584625005722046,3.396106243133545,0.6726809144020081,42.3385009765625,36.09041213989258,0.2173042595386505,0.0861534401774406,0.08615343272686,Nature,21.0
-bitbrains_fast_storage/5T/long,TTM-R1-Pretrained,3354402.25,3354402.25,356.4161071777344,2.0263211727142334,4.350730895996094,0.8388842344284058,81.05284118652344,1831.5028076171875,4.840115070343018,0.9419013857841492,0.9419013261795044,Web/CloudOps,2.0
-bitbrains_rnd/5T/long,TTM-R1-Pretrained,1939892.375,1939892.375,193.2017059326172,6.739154815673828,2.378561496734619,0.7550832629203796,269.5661926269531,1392.8001708984375,5.335503578186035,0.7401121854782104,0.7401122450828552,Web/CloudOps,2.0
-bizitobs_application/10S/long,TTM-R1-Pretrained,63951968.0,63951968.0,5090.4970703125,11.375816345214844,0.1536046713590622,0.169856384396553,455.03265380859375,7996.99755859375,0.3084122240543365,0.1963201314210891,0.1963201314210891,Web/CloudOps,2.0
-bizitobs_service/10S/long,TTM-R1-Pretrained,310560.65625,310560.65625,242.35232543945312,6.615731239318848,0.4960593283176422,0.2466846257448196,264.6292419433594,557.2796630859375,0.4128506183624267,0.1795423477888107,0.1795423477888107,Web/CloudOps,2.0
-bizitobs_l2c/5T/long,TTM-R1-Pretrained,370.515869140625,370.515869140625,14.165494918823242,1.3303046226501465,0.9395979642868042,1.1797410249710083,53.212188720703125,19.248788833618164,1.0807907581329346,0.7953713536262512,0.7953712940216064,Web/CloudOps,7.0
-bizitobs_l2c/H/long,TTM-R1-Pretrained,224.97149658203125,224.97149658203125,11.681208610534668,1.1981686353683472,1.655575394630432,0.9281730651855468,47.92674255371094,14.99905014038086,0.9161852598190308,0.7135218977928162,0.7135219573974609,Web/CloudOps,7.0

results/TTM-R1-Zeroshot/all_results.csv

@@ -0,0 +1,98 @@
+dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
+m4_yearly/A/short,TTM-R1-Zeroshot,4839935.5,4839935.5,1196.179443359375,5.112272262573242,0.232824757695198,0.2032455503940582,204.4908905029297,2199.9853515625,0.3527778387069702,0.1918129175901413,0.1918129175901413,Econ/Fin,1.0
+m4_quarterly/Q/short,TTM-R1-Zeroshot,2172303.25,2172303.25,762.6624145507812,1.9847232103347776,0.1766680777072906,0.1416244357824325,79.38892364501953,1473.87353515625,0.2467004805803299,0.1276562511920929,0.1276562511920929,Econ/Fin,1.0
+m4_monthly/M/short,TTM-R1-Zeroshot,2287464.25,2287464.25,733.611572265625,1.4358307123184204,0.2279524058103561,0.1735519915819168,57.4332275390625,1512.4365234375,0.3143362402915954,0.152469664812088,0.152469664812088,Econ/Fin,1.0
+m4_weekly/W/short,TTM-R1-Zeroshot,422039.78125,422039.78125,342.1238708496094,2.8267741203308105,0.0932142734527587,0.0928001403808593,113.07096099853516,649.6458740234375,0.1183554157614708,0.0623296685516834,0.0623296722769737,Econ/Fin,1.0
+m4_daily/D/short,TTM-R1-Zeroshot,411048.875,411048.875,216.05897521972656,4.402057647705078,0.0544536747038364,0.040205355733633,176.08229064941406,641.1309204101562,0.0990370139479637,0.0333751402795314,0.0333751402795314,Econ/Fin,1.0
+m4_hourly/H/short,TTM-R1-Zeroshot,1733123.125,1733123.125,274.3367919921875,2.284323215484619,0.1546705365180969,0.1287814080715179,91.3729248046875,1316.4813232421875,0.1797287613153457,0.0374530255794525,0.0374530255794525,Econ/Fin,1.0
+electricity/15T/short,TTM-R1-Zeroshot,257502.15625,257502.15625,88.42657470703125,1.5933691263198853,0.2426293641328811,0.2388309836387634,63.73476409912109,507.44671630859375,1.0002775192260742,0.1743062138557434,0.1743062138557434,Energy,1.0
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+electricity/D/short,TTM-R1-Zeroshot,2313620736.0,2313620736.0,5347.56494140625,1.626549243927002,0.6676267981529236,0.1234149485826492,65.06197357177734,48100.11328125,0.7904446125030518,0.0878782495856285,0.0878782570362091,Energy,1.0
+electricity/W/short,TTM-R1-Zeroshot,401613684736.0,401613684736.0,71897.9140625,2.820096492767334,0.3193942010402679,0.1503859013319015,112.8038558959961,633729.9375,1.44596266746521,0.1640473157167434,0.1640473008155822,Energy,1.0
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+covid_deaths/D/short,TTM-R1-Zeroshot,1131897.75,1131897.75,222.81866455078125,44.56435394287109,0.1296754330396652,0.4075009226799011,1782.57421875,1063.9068603515625,0.4003001153469085,0.0838366076350212,0.0838366150856018,Healthcare,1.0
+us_births/D/short,TTM-R1-Zeroshot,1401044.5,1401044.5,1088.5601806640625,1.6032034158706665,0.1065103560686111,0.1045429110527038,64.12813568115234,1183.6572265625,0.1109582632780075,0.1020436882972717,0.1020436808466911,Healthcare,1.0
+us_births/M/short,TTM-R1-Zeroshot,368808928.0,368808928.0,14531.2119140625,1.643504619598389,0.0464245378971099,0.0449309945106506,65.74018096923828,19204.3984375,0.0596487298607826,0.0451338477432727,0.0451338477432727,Healthcare,1.0
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+saugeen/M/short,TTM-R1-Zeroshot,403.4919128417969,403.4919128417969,12.90295696258545,0.7559629678726196,0.430253803730011,0.3774499595165252,30.2385196685791,20.087108612060547,0.6030752658843994,0.3873854875564575,0.3873854577541351,Nature,1.0
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+temperature_rain/D/short,TTM-R1-Zeroshot,164.8345947265625,164.8345947265625,6.6282057762146,1.636677384376526,95.407470703125,1.397904634475708,65.46709442138672,12.838791847229004,1.511465311050415,0.7803150415420532,0.7803150415420532,Nature,1.0
+kdd_cup_2018/H/short,TTM-R1-Zeroshot,4423.197265625,4423.197265625,24.123720169067383,0.9970476627349854,1.096936583518982,0.5092742443084717,39.88190841674805,66.50711822509766,1.392114520072937,0.504953145980835,0.504953145980835,Nature,1.0
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+car_parts/M/short,TTM-R1-Zeroshot,1.949265718460083,1.949265718460083,0.7429021596908569,1.3475180864334106,0.5989811420440674,1.742508053779602,53.900726318359375,1.3961610794067385,3.347851037979126,1.7814031839370728,1.7814030647277832,Sales,1.0
+restaurant/D/short,TTM-R1-Zeroshot,189.1906890869141,189.1906890869141,8.840666770935059,0.8296910524368286,0.9069666266441344,0.4570354223251343,33.18764114379883,13.754660606384276,0.633021354675293,0.4068679809570312,0.4068679809570312,Sales,1.0
+hierarchical_sales/D/short,TTM-R1-Zeroshot,28.03666305541992,28.03666305541992,2.56404709815979,0.8271127343177795,0.8048070073127747,0.9882603287696838,33.084510803222656,5.294965744018555,1.624436855316162,0.7866212129592896,0.7866212129592896,Sales,1.0
+hierarchical_sales/W/short,TTM-R1-Zeroshot,564.8724365234375,564.8724365234375,12.2916898727417,0.9056759476661682,1.0096296072006226,0.5597119331359863,36.22703552246094,23.76704406738281,1.0911566019058228,0.564317524433136,0.564317524433136,Sales,1.0
+loop_seattle/5T/short,TTM-R1-Zeroshot,82.84699249267578,82.84699249267578,5.735431671142578,0.8927099704742432,0.1390590518712997,0.117562897503376,35.708396911621094,9.102032661437988,0.1560797691345214,0.0983499959111213,0.0983499959111213,Transport,1.0
+loop_seattle/H/short,TTM-R1-Zeroshot,78.17028045654297,78.17028045654297,5.784073352813721,1.1600669622421265,0.1653453558683395,0.1292116194963455,46.402679443359375,8.841395378112793,0.1565016955137252,0.102383978664875,0.102383978664875,Transport,1.0
+loop_seattle/D/short,TTM-R1-Zeroshot,39.735931396484375,39.735931396484375,5.312212944030762,1.637539029121399,0.100871056318283,0.0958108827471733,65.50155639648438,6.303644180297852,0.1126545518636703,0.0949363484978675,0.0949363484978675,Transport,1.0
+sz_taxi/15T/short,TTM-R1-Zeroshot,18.08315086364746,18.08315086364746,2.9162304401397705,0.5838834047317505,1241597870080.0,0.4137653708457947,23.355337142944336,4.252429008483887,0.397620290517807,0.2726800143718719,0.2726800143718719,Transport,1.0
+sz_taxi/H/short,TTM-R1-Zeroshot,7.639774799346924,7.639774799346924,1.977967381477356,0.6016649603843689,1.2737908363342283,0.3176651895046234,24.06659889221192,2.76401424407959,0.2574849724769592,0.1842598617076873,0.1842598617076873,Transport,1.0
+m_dense/H/short,TTM-R1-Zeroshot,61866.4765625,61866.4765625,125.69860076904295,1.0748567581176758,0.4138478338718414,0.2934266030788421,42.99427032470703,248.729721069336,0.4411845505237579,0.2229579836130142,0.2229579985141754,Transport,1.0
+m_dense/D/short,TTM-R1-Zeroshot,18425.615234375,18425.615234375,86.44058990478516,1.195383071899414,0.2065937370061874,0.1755319833755493,47.81532287597656,135.74098205566406,0.2349877208471298,0.1496414542198181,0.1496414393186569,Transport,1.0
+ett1/15T/short,TTM-R1-Zeroshot,7.1254191398620605,7.1254191398620605,1.507292866706848,0.929407835006714,0.4586927890777588,0.3414961099624634,37.17631530761719,2.6693480014801025,0.5046178698539734,0.2849410772323608,0.2849410772323608,Energy,7.0
+ett1/H/short,TTM-R1-Zeroshot,106.6740493774414,106.6740493774414,5.530933856964111,0.9026903510093688,0.49075448513031,0.2867715656757355,36.10761260986328,10.328312873840332,0.4820646345615387,0.2581512928009033,0.2581512928009033,Energy,7.0
+ett1/D/short,TTM-R1-Zeroshot,56256.45703125,56256.45703125,158.85206604003906,1.9342973232269287,1.07516610622406,0.5437031984329224,77.37189483642578,237.18443298339844,0.6229727864265442,0.4172302186489105,0.4172302186489105,Energy,7.0
+ett1/W/short,TTM-R1-Zeroshot,1469617.875,1469617.875,879.71875,1.447729229927063,0.7957108616828918,0.4806247055530548,57.9091682434082,1212.2779541015625,0.4823943376541137,0.3500610888004303,0.3500610888004303,Energy,7.0
+ett2/15T/short,TTM-R1-Zeroshot,9.67288589477539,9.67288589477539,2.0208580493927,0.8757458925247192,0.122892290353775,0.1461191624403,35.02983856201172,3.110126256942749,0.1476487666368484,0.0959373190999031,0.0959373190999031,Energy,7.0
+ett2/H/short,TTM-R1-Zeroshot,120.1141357421875,120.1141357421875,6.845362663269043,0.7833001017570496,0.1272993832826614,0.1162665784358978,31.332002639770508,10.959659576416016,0.1389989703893661,0.0868182405829429,0.0868182480335235,Energy,7.0
+ett2/D/short,TTM-R1-Zeroshot,116203.3046875,116203.3046875,213.6118621826172,1.5472772121429443,0.4215363562107086,0.1568193733692169,61.891090393066406,340.88604736328125,0.1950980871915817,0.1222556978464126,0.1222556978464126,Energy,7.0
+ett2/W/short,TTM-R1-Zeroshot,8909286.0,8909286.0,2076.41357421875,1.2180850505828855,0.2469210624694824,0.2033569812774658,48.72340393066406,2984.8427734375,0.2503825426101684,0.1741792559623718,0.1741792559623718,Energy,7.0
+jena_weather/10T/short,TTM-R1-Zeroshot,782.1746826171875,782.1746826171875,7.494993209838867,0.3400033116340637,0.4026773571968078,0.5611201524734497,13.60013198852539,27.96738624572754,0.1737125217914581,0.0465533025562763,0.046553298830986,Nature,21.0
+jena_weather/H/short,TTM-R1-Zeroshot,1094.249755859375,1094.249755859375,9.976097106933594,0.5863804817199707,1.7231212854385376,0.6161960363388062,23.455219268798828,33.079444885253906,0.2027748823165893,0.0611528344452381,0.0611528381705284,Nature,21.0
+jena_weather/D/short,TTM-R1-Zeroshot,718.0636596679688,718.0636596679688,15.289955139160156,2.276055097579956,1.530358076095581,0.4862256646156311,91.04220581054688,26.796709060668945,0.1613599956035614,0.0920705199241638,0.0920705199241638,Nature,21.0
+bitbrains_fast_storage/5T/short,TTM-R1-Zeroshot,1628531.125,1628531.125,187.12472534179688,1.171704649925232,2.403828859329224,0.7738839983940125,46.86818313598633,1276.13916015625,4.00676155090332,0.5875253677368164,0.5875253677368164,Web/CloudOps,2.0
+bitbrains_fast_storage/H/short,TTM-R1-Zeroshot,2192248.25,2192248.25,295.1697998046875,1.3008264303207395,4.625766277313232,0.6319354772567749,52.03305816650391,1480.624267578125,4.220260143280029,0.8413297533988953,0.8413297533988953,Web/CloudOps,2.0
+bitbrains_rnd/5T/short,TTM-R1-Zeroshot,1510926.75,1510926.75,147.6888885498047,2.705741167068481,1.7197303771972656,0.7114022970199585,108.22964477539062,1229.1976318359375,5.029521465301514,0.604300320148468,0.604300320148468,Web/CloudOps,2.0
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+bizitobs_application/10S/short,TTM-R1-Zeroshot,6637856.5,6637856.5,1252.2286376953125,4.147694110870361,0.059621375054121,0.0600129775702953,165.9077606201172,2576.40380859375,0.0993615984916687,0.0482934527099132,0.0482934489846229,Web/CloudOps,2.0
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+bizitobs_l2c/5T/short,TTM-R1-Zeroshot,23.40999794006348,23.40999794006348,2.9665751457214355,0.308409571647644,0.1606444716453552,0.2220607250928878,12.336382865905762,4.838387966156006,0.1661698222160339,0.1018841937184333,0.1018842011690139,Web/CloudOps,7.0
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+electricity/15T/medium,TTM-R1-Zeroshot,651701.3125,651701.3125,105.96629333496094,1.6732470989227295,0.2470926195383072,0.2312248647212982,66.92987823486328,807.2802124023438,1.3910250663757324,0.1825906038284301,0.1825905889272689,Energy,1.0
+electricity/H/medium,TTM-R1-Zeroshot,6365218.5,6365218.5,276.15478515625,1.2359539270401,0.3267567455768585,0.1584555804729461,49.43815612792969,2522.9384765625,0.9847859740257264,0.1077923104166984,0.107792317867279,Energy,1.0
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+bizitobs_l2c/H/medium,TTM-R1-Zeroshot,281.8178405761719,281.8178405761719,13.066701889038086,1.2794169187545776,1.4472025632858276,1.070118427276611,51.17667770385742,16.787431716918945,1.016504406929016,0.7912086248397827,0.7912086844444275,Web/CloudOps,7.0
+electricity/15T/long,TTM-R1-Zeroshot,1342790.5,1342790.5,123.45643615722656,1.7905689477920532,0.2591364085674286,0.2366401106119156,71.62275695800781,1158.788330078125,1.8281307220458984,0.1947676688432693,0.1947676688432693,Energy,1.0
+electricity/H/long,TTM-R1-Zeroshot,9800309.0,9800309.0,320.5233764648437,1.3680378198623655,0.3523074686527252,0.171502023935318,54.72151565551758,3130.544677734375,1.2346858978271484,0.1264143288135528,0.1264143288135528,Energy,1.0
+solar/10T/long,TTM-R1-Zeroshot,27.684722900390625,27.684722900390625,2.788307905197144,1.218901753425598,2.6426501274108887,1.5232243537902832,48.75607299804688,5.261627197265625,1.137216567993164,0.602648138999939,0.602648138999939,Energy,1.0
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results/{TTM-R1-Pretrained → TTM-R1-Zeroshot}/config.json

@@ -1,10 +1,6 @@
 {
-    "model": "TTM-R1-Pretrained",
+    "model": "TTM-R1-Zeroshot",
     "model_type": "pretrained",
     "model_dtype": "float32",
-    "model_link": "https://huggingface.co/ibm-granite/granite-timeseries-ttm-r1",
-    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/ttm.ipynb",
-    "org": "IBM Research",
-    "testdata_leakage": "Yes",
-    "replication_code_available": "Yes"
+    "model_link": "https://huggingface.co/ibm-granite/granite-timeseries-ttm-r1"
 }